{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import open3d as o3d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking variance\n",
    "path = \"/home/jianingq/data_studio_painted_towel_r0.1\"\n",
    "\n",
    "var_map = np.load(os.path.join(path, 'camera_3', \"490_variance.npy\"))\n",
    "var_map.shape\n",
    "\n",
    "rgb = Image.open(os.path.join(path, 'camera_3', \"rgb_490.png\"))\n",
    "\n",
    "# Visualize the var_map\n",
    "\n",
    "plt.figure(dpi=300)\n",
    "plt.subplot(121)\n",
    "plt.imshow(rgb)\n",
    "plt.subplot(122)\n",
    "plt.imshow(var_map)\n",
    "plt.colorbar(fraction=0.046, pad=0.04)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([2.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 1.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        1.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 3.000e+00, 0.000e+00, 2.000e+00, 2.000e+00,\n",
       "        2.000e+00, 2.000e+00, 1.100e+01, 1.200e+01, 1.400e+01, 8.000e+00,\n",
       "        6.000e+00, 2.500e+01, 2.800e+01, 1.100e+01, 2.200e+01, 1.400e+01,\n",
       "        2.100e+01, 4.300e+01, 2.100e+01, 3.500e+01, 4.400e+01, 4.500e+01,\n",
       "        3.500e+01, 3.700e+01, 3.300e+01, 3.300e+01, 4.500e+01, 6.200e+01,\n",
       "        5.700e+01, 9.100e+01, 9.100e+01, 9.400e+01, 8.200e+01, 1.010e+02,\n",
       "        1.140e+02, 1.110e+02, 1.280e+02, 1.430e+02, 1.560e+02, 2.250e+02,\n",
       "        2.770e+02, 4.720e+02, 1.322e+03, 7.440e+02, 4.560e+02, 4.530e+02,\n",
       "        4.650e+02, 6.230e+02, 7.540e+02, 6.390e+02, 5.360e+02, 6.050e+02,\n",
       "        4.990e+02, 4.170e+02, 3.800e+02, 3.770e+02, 2.120e+02, 1.090e+02,\n",
       "        9.600e+01, 4.600e+01, 2.800e+01, 2.100e+01]),\n",
       " array([0.00088086, 0.00587004, 0.01085921, 0.01584839, 0.02083756,\n",
       "        0.02582673, 0.03081591, 0.03580508, 0.04079426, 0.04578343,\n",
       "        0.05077261, 0.05576178, 0.06075096, 0.06574013, 0.07072931,\n",
       "        0.07571848, 0.08070766, 0.08569683, 0.09068601, 0.09567518,\n",
       "        0.10066435, 0.10565353, 0.1106427 , 0.11563188, 0.12062105,\n",
       "        0.12561023, 0.1305994 , 0.13558858, 0.14057775, 0.14556693,\n",
       "        0.1505561 , 0.15554528, 0.16053445, 0.16552363, 0.1705128 ,\n",
       "        0.17550197, 0.18049115, 0.18548032, 0.1904695 , 0.19545867,\n",
       "        0.20044785, 0.20543702, 0.2104262 , 0.21541537, 0.22040455,\n",
       "        0.22539372, 0.2303829 , 0.23537207, 0.24036125, 0.24535042,\n",
       "        0.2503396 , 0.25532877, 0.26031794, 0.26530712, 0.27029629,\n",
       "        0.27528547, 0.28027464, 0.28526382, 0.29025299, 0.29524217,\n",
       "        0.30023134, 0.30522052, 0.31020969, 0.31519887, 0.32018804,\n",
       "        0.32517722, 0.33016639, 0.33515556, 0.34014474, 0.34513391,\n",
       "        0.35012309, 0.35511226, 0.36010144, 0.36509061, 0.37007979,\n",
       "        0.37506896, 0.38005814, 0.38504731, 0.39003649, 0.39502566,\n",
       "        0.40001484, 0.40500401, 0.40999318, 0.41498236, 0.41997153,\n",
       "        0.42496071, 0.42994988, 0.43493906, 0.43992823, 0.44491741,\n",
       "        0.44990658, 0.45489576, 0.45988493, 0.46487411, 0.46986328,\n",
       "        0.47485246, 0.47984163, 0.48483081, 0.48981998, 0.49480915,\n",
       "        0.49979833]),\n",
       " <a list of 100 Patch objects>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot histogram of max variances\n",
    "maxvars = np.load(os.path.join(path, 'metadata', 'maxvars.npy'))\n",
    "median = np.median(maxvars)\n",
    "plt.hist(maxvars, bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1. 1. 1. ... 1. 1. 1.]\n",
      " [1. 1. 1. ... 1. 1. 1.]\n",
      " [1. 1. 1. ... 1. 1. 1.]\n",
      " ...\n",
      " [1. 1. 1. ... 1. 1. 1.]\n",
      " [1. 1. 1. ... 1. 1. 1.]\n",
      " [1. 1. 1. ... 1. 1. 1.]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inverse_var = np.load(os.path.join(path, 'camera_3', '0_inverse_variance.npy'))\n",
    "print(inverse_var)\n",
    "plt.imshow(inverse_var)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 514,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SICt/6xo06pxiaGOyyRt1GnohDVh4fHnXC4515LJHD8WUfrxLSzsGh73YXC/bujhomRnjIbuddzpY/0DXbssbf0q5jjCSP0+5McDmb1yeOEAfahDzDcFxREC7iDmxFmkmpwHmTnqVwoInWeX0HkEDJ79Y2nv82r5lhojqfdwNttPZUmlG3tZtZ0TLeveDtAw2vl5vKN8qw3tYDVjvrmkt7ExezdaQ3nv5Sj+dXcvbr7wUEKP2etWP2c4xHsWth2SQiDlIB7QRglnqw9fq4fZ5wPZxaaqCu6Qm8zj4cI+Y99A7JRDdMrZrEoV0qhiAZhcDoL/pmO3wd2Y3++bJRypOLqqwvwx85w4vTB0D+qj7EZj53Rg4HIOZE4disHjbjV+6YyzOjvEYRZVmGx64BwQzK7ZNWV3sNTS22jw0BuOfJnYfvlLKhQ5ZFKujNnkv4jRc8D9ap9nYztjm5tKeTWs1xBtgNONxONawqbdjZ5amz8vgtAWmdl6kvRZ23Ox8ZvuzcWGTx2lsbNKtlHnQ5YYAWwUQH0NV7GmoahnfRKMdUbdUIwsRsHw2cauqVcMFgHpT1x0h2vKYifFvttstmLpJYP8Z3NjZMFL3gPHuEt6WZmADPbx+0tJ4la1hCOodNE6FcwZ1Zhkh9OUCbfAp28PuLrt8fdIk9h5HvyzM74Ti03hPIy9t6sbCWFYD7M7WSP0bjdfFuhvGo5XyNtgiPyxZrTYmF9GOte/nqeRWFb1G2QpI5d/MGrzXkpc/1eOtymnMZGb24pihiaWNKgjOwcDMacS8RgGe3B47c66tWtHYt9CCZJQWvP04sDfwLG9saEA3svf4yTby4HkjfhGaW1y+eRW9wd/K86AG9OosG+nZ48kqGHsXK3iT8b2o2cwWMxBanw6BPtD0fQRK1p7zZW7aP4c4DMLl8RsxUu5TEMXq7kmvBgc5zW5sCsHFgV2dH0S5McAWVbDo3E68jZ0nOPTAhGPJzDPq09gEmAnIOsaiAYEcDDN6cPQxY0Pv6oaS4NtsYMTew9F4tBHygDf8+wBQC1mwc6Mxm0MsUfMMSgAatbAZH7OX5fZYnQ1oFQ9eC8CLToklwquWVVX3gGTp7i67YQhHUqnbcJgS+qITgVfP4oeBt+jVvTJWgzWcFzEt/lNiWEts1ziLKM6XuXsRi/3m/waMtmOMAZ6Bp8mUx+BU4R7xVhW9fikeI29/cjdhVL4xfYCqDNIQQFAdM50D6qQ2luYj082z2YZ3uLxbdpXGFkSMswOu1g5Vjrn6OL/JyJM4qt/SGlNgexSX42X7eL8bSKrz8jjEJtwjq4XdMdeGYpxvvJDt9bbrEQeMxEAxlZHOX6xTB2h2/JCYFqAqWFXae1eJzUls0gKHQzbsnJ8Lonqi4Nwkt86DaxJ/4144t7x5jEy8B82Ylhevgvnfc3nChxIhzun8d6AFDB9DxYZytnfZMW6vlc3iPX1NsOjUspgtD+LIuzraIcR719rA0LFDgEGK7YL824Bpy65UvbKtHasbe64rX29WSbsdfolp+bWWW2KezkggY1faAD8MmNbFOnXjvGjP9IB0j9mONRd5GZiBm+UzoItI18EYnAc0Ln/RgFMoowmMX1iM7cb0Ju2VVifDoXgks+GYmOcoQrJqIA3Lsjy+DDvvY5tMLtapmRw8QXwbeFKyKjPa8cHYxaEJ59u8Zbi3OlOavH1OXpQ+/ECw6DTsM4NLaa+2ZVv7L+KEu+tuaFAf9eNQuqgBF3EqY1LAC9LUZ1KZmjQfaZZYhS79aCy9yOB+Y1k0FLXT1M19HktmZbuwFuDyD2lfnpkRLuKEff5YPb6P1n6r81RLRnmsD32OERF5o4h8XESeFpF3DM6/R0Q+mj+fEJFn8/HXiciviMjHROQ3ROQ/pzw/LiK/Q/led6gNN4KxqbYg5MWAC2jfMWnnihpI7nFL593o9qQ/80uAMqDyzgo+rMDSAT2L88ykYWpOpdwCNB/CwDFYIaswXto1h9uqm3cSGCNqVEbUctL/anD3KtvWDsYAlXuABdTr2T7I+Bx/Z/ZkdZnn0GQESp7ZebbN59SBo5VtRvzCshtPdQYwQcPC9gMHSDcG2tbNdYkoFoRL+3eqcI8LPQ0UiMgE4L0AvgnpfcJPiMjj9FIWqOrfovTfh/SKPQB4DsB3qupvi8iXA/h1EfmQqj6bz3+/qtrb4A/KzQA2VHZgy1TmELt1fXYj8g0ZQr9YmYGQ0/KTvqQfPIUY3DyAeeltP1N2ClTwNDvPyKt12RbhaQJvVl/CIhadOmO+L8eDh1f3rO8pf8DI4D4C6Xlau/QMsIeY6WgxuLXfDO7GTpJzo/blYp3K+ZnAmB9+Sb2uY1EeomjVThMGJLaHLVqvHa/vVAIie2+sOvD0gMllcH4vzNI8ONrx03hFT+o8eAOAp/PLVyAijwF4E4CnNtK/BcAPAYCqfqK0SfX/FZFPA/gSAM9u5N2UGwFsAHA3r4O0HRqiSmPM5uVRNolSvrnxVto6Pd5fzYCh7qUVu10YWNiOE7I9xcSn53OmUs1BsKwBy4HNJxedmlUOlr/W0+9H5nd82GKMNmEu4tRMMvOk3ZmWPB7tzVz2Esv9sB1sL6vLrh1Ql6xxXxmI2PvHbQXQG92Bxj655Pg+AFhjLN7EAjyawMhUxPN17B3ncmMcgyqQvOsi2qw/NgAKolgjvRRn8NBM7cz9cQC1jwGrCiYrDy24WfmcZ+QsOFVEmw8tuQ95OYDfo9+fAvC1o4Qi8hUAXgXgw4NzbwBwBuD/ocN/V0TeCeAXAbxDVc+3GnFjgM0HbkIDLjIueBZg39nAPVI5je109jWtkejA4MUbLl6qrbeCjqmrWyo0R5534Sm0RIZ/2/dW5aqxV7x8x8dxsXH9PE54fr/Dfk3Lz0KIOJtX3JlWrDmMhsMMuL2ja7K1DKqOS12rar+t/ZZP3eT24zZStWdSlZk1LcgveXZ5zGbF9Yzq2mp/40RQ6QCJ0wIJoCZRwDFPMeAj8PJ5TSy9fWebGrND7oMB0UmcB1dbefBSEXmSfj+qqo/eY9WPAPiAavu2ZhF5GYD/FcBbVctLhH8QwB8ggd2jSO8ZfddWwTcG2AxMzqbVqUPV/mXfx2pUbIJTU5lTpwqxba1Gm7cez1EMlm/HoZ0bOvvbYK3nliG2Bte2O75yvzzY+vxr/nz+/AzLMkEVmKaI/TphmVfgLIGalaeZKTEIMXBy2cC2Md6u3xLJNkQ2T05vatwIzHgi84t2PDj5/dEYMM7CWspmdY+B3DMg7lVUKeAxERBzKDCrit14UH5mQzsaB1/uljq6Ull27JShHqnMo4HtM6r6+gPnnwHwSvr9inxsJI8A+F4+ICJ/EcD/DuC/VdVfteOq+vv567mI/BiA/+ZQI28MsAEDO0Lj+cw3hI53TFjIqN2EHaB9SnpvIsc4cXwbL7Hx3s+Y7VmjcIaRUb0yzrZfW7YnD7ilHxAEn476Yn1dNGAfA5ZlwrpUL55tHPDwLpVzvs6d7cfHcQHVqD6yX3rxISTs2GFZN8rYsiX5NN4+Zd5IOQCYPm6sq7vLgYZtNUxzw/YFJCDzXmygghozu94zXb2tDKzG/NZ8DU6oOuZF8CezsT0B4NUi8iokQHsEwHf4RCLyVQBeAuBX6NgZgJ8F8JPeSSAiL1PV3xcRAfBtAH7rUCNuBLAZ7Q/u6d5M/LC99q5XNXuv2khG0eSj6HI2yvM5bstIrCzPEsfrFVtVeGTY92swvbfP7GoX64S7+7mAGgDENQHlfj/j89MOuyliCrHaeMgIP5o0fM5H0LOBfXbs1KcDgBmx+T2SkYHdxLePwcVALToQ4zbz95VALog2QGZAxGqliYFMJKCZBoDTrPccMDjuL+i4B8etY6cwsqVNKE6zpEpVFxF5O4APIRlp36eqHxORdwF4UlUfz0kfAfCYavN6rDcD+M8AfLGIfFc+9l2q+lEA/0hEvgTJX/JRAH/zUDtuBrDBggRzUOLAe8jLVJhljHZENUDytjIfWc/CAcBbLMOEWYvPczatHUBaHJNNQFYpvTu/OBcGAL/GgLuDScGT+e4y4+7FDncvdpCgRb+SDIgxCv70cw+XY/O8IgTFblpxZ7c07MIM4oVBIHQ7UZj4UAjPnqz/HJRqY9nY4yQ26xYNNFh9PM/XZRfazUjP1xl7uncMqHaTvWCljpe3Ce6JJU2D/nkA3LuHCp/juhnEPKAxMLJEFSzrVMff5TOgBU4U7qE4aYCuqn4QwAfdsXe63z88yPcPAfzDjTK/8SptuBHAZrJoKC5zm/SLBuycd5Fd8t6VDqAsD/LqinnlvHh1jMv2aewmXGPo6lVS5bx3UFUAUocbO9SgPotAH6mF1p5RWMHFMpV3nIpop19ppKf+KohrQJgillA9llNQxGnF7gAzMobmwxk4Kn5GLJH2Japeaz383/rcvJgYY/WxXAM3xiNQG3lf2W5laUZsqwBu/j2RYd+PiTfwe7DrynTOgl2oTFlVCqgBGL4s2+Q0CunxwbcPitwYYGNDr3f724W2Sz0jNvlmxA5kiscSWY1yEUsjtYmF1+jZchdblAz0wML5eEkOQEAcK8ButcN+m+rnW8jt8arc3WXGxTJDNT2FRUBMJ7fP3cAKYF0D4go8FwUhKKYpYjcFLFldFVHsQsQ+hjIBo7RAAZvYqJPVQCy68WIj/CEjOKt/IxZV6s4Tf8pMyuqcyDvJzgBvA/ReWg9GxqxGDNuE1Wbrq4+VG8Ws1dULoTtWf/ODw9qdyxyOytVEcVrGdhPkRgCboDIAnuhFJdQJd0gVGbn4vd3GVCH7XuqSGvtkv0287UtEAa1g4u023A5WvUaTldvgmRZ7/iydlcfxTFtlLprU9ItlKk4Cv0GvSAa7oJC1vgTEkjHArUvAPqTg12mKuLNbsATNgbgyjLEqbEcFGAQ0H+vFY+bDNiVmYRPVeUEq20g0MznPLD079u2zcu0ajNq/rBNmMmEwu1xz4LLl7+xlmfH7B6R9tz7tV1P/yflEt+mpeNbtRpPXIIoWJDxbs+jyXVgL2ADjmCAug5mcqUSm6nIaoNqx/A08AkDfxquIAfMomp3LNVZ2TisJzmj9IYupYft1wrq6lQIhFm8okFRREwa19EWKvTPRLMW6pDLnubI4m8wMahx3xZsRMJsbCatmXlXkMQNQWBgDnjcj8PUr4RbZPjuFWO6n6pWtLMiL5VlVDqqDI9CzuqzdbDPz6jXy+VHdBmhRjf0508Rmq44XxThs5UGWGwJs/dIRr/KZSglUdseThYHGnoY+iNPf+OzJ4wvrvXdABSSz9+3C2oAUcvvshjQgYtkCb5biPHBP0CBawNm332xrqoLA3tpY3w1hqqg5FPg2ltw/tbJt4q0CBGBZJizLhP00YZ5XTFNaIjYF7diSxXcB6Azn3ubFamYcAJKfbMa+2D5l6ez7yF6a7IaxYU+l3Q7gphA3QWxk97pYbDVIm8avOWVHjNVxiGlGTZ7sonq6Nl22WP8qogD2J1orelPkRvWGXeMe4NLylWzLkD4S24SXn7AxugCGU0/ZFmRiN40tqTFvXWPb0gqUqw8idUt6bFmODzmwfrFtyjx2ShOQHRY2BgCKnetP7t7Bfp2g7l73bM3qlclAgMfeQkJQnBwqWWW1a7BMWJepnJdcXpgipikihLxOM2+vxBOXPb4jm5YXU+c8mBiDAtB4S7fAyNjWPK2brHGNxqwUE1oWZ+UaMFq7io1L6waTVpaIljeN7RmcNAGU1bfG+go9fiC1rHNsmzut3L4w+VqFbWLsTBg9uSMqKHBe9loF9JPGMyIDSAadzhYj/YtO/HIZ9oQKARQzFW9L4TYHVKYyYiSjPlj/2MNqtjQTBjdvd7PJVM679xQYs1M4lccAKQKAYF0Clim5JaZ5xdnZgjlErHHqjN7sBAJaFY2lhJgQuF3mKWQm5M+bU+qQSsnljlRUpfxb3nXrrwFaqhfd/XWMKN0/bI+zz6mATtHGfr4Q5L6ATUR+F8CfAlgBLKr6ehH5IgDvB/CVAH4XwJtV9bOXlcWshINhk02ttbkYSFg80STaKG52M3hAaOw4aAFkNBG8C9+OXybqAIpDC+w4ewZZGBxHZfq05gXUzAZCw5JQbG4MeCNXuyKCAAAgAElEQVSA87Y5L94ep5HapBWoVWcsS1KZp9mYXCyqKwPVCLxG4q9NXXBOfRDyMI76MiiDmVdJdgRWcBr2gnpm5Vld6Q+p4FyO5eVrfyhsNuU5DdO6ZWy9fIOqfoZ+vwPAL6rqu/Mmc+9AWrB6qbDayeKXkHjA2Vpe4oM//cJkdTeRZ1ilLvSsyduPPPBy24on0QEu13fIeOtZKxvPF4rNC8W+Q2NArMyOhwGIpHPOK5xV1shAkRksskaqsYaQqAp0TWkikndVQrZxZSY3iRZVzPKEEDvgOQgwGZAYMOxaGsvypgVLbzJxlwZmCG6DqZWerRVGNcjr2Zl3hgz3VnPtGK1t5fLsgXa/ku6vW8Z2mbwJwNfn7z8B4CM4Atj8ZD/k8TQxxubT8eJiS7clPmyhO+9Aa9QGTsv1jqLYR0/rrSf4CBx9/xgkDkmndjr72sgeZ5MmTMm2qFHS9yjJgyoKoTiEMpmjOR9CscetS1q7Wmxxc3KszIW9jcGlbU+1hfm22vlV27SjcAoRHbK6LTbO6ukIXMxFZAB3GZgVW53lE3XmBO3Uz1Fbj1VpL5PkPLh9SxWLAvjnkq7Yj+btS76MVuL/AYAvG2UUkbcBeBsA3PnSv1Am8n5ww45UOpvou5F9xgGFpdXBcQ8+HhRZRqots0fP9LgtozJ8XSPjOq9ftAh1y7s62xqA7gk+AjAL3B3Z5UZsDsiAGBSqickZ0EGSMweoDA4B5VzxsC7JFrdKcl7s57xC42zBNLW2TZvUWxJjvx2QZzY27vMAHLY2D101AbZ/GC1ra9znFQJeeEkgpxk5AIq9rGFkgIgAITZqqF+LeipQy62+DdB18p+o6jMi8qUAfkFE/m8+qaoqG3doBsFHAeALXvMyHQEaUEMBthYO++MeLHjpk4ECTwoPcnyMVWAODOXo9hH4WB3czmWdmpACDouwuko4ilNX7b+FO5js1/F7E2zVAdBOJAY5tuUkUABE4iYw+jASEUWY1/TdGFqU5EnNKqyuuT+agS5/dBWsz09YAexxBswKmSPCLuZwkgS+XKeNr5BK70HEgMBfR686AjVu0cCCgWfEtJXyVdbblr9sqI12TdZ1Gj44bPxtvIunl8pgAPSrSe5XkvPg1sZWRFWfyf8/LSI/i7Qt8L+jLUZeBuDTx5Q1Yisc9GnLZezcyGPobXGAW75C567CpLxYeIbPu9WuxEbNm6tANpZvBZduBZqa+sSxTfUpb/0dNjmfa5lpYQFNmt7WwxMPaAEnfQ9lJ1pz9iiQ7GtQxFUgQWvoSFljlEAP5wK9CFh3EfEsYN6tmOZ2fBatnkADH/hxovEuAEV9G6mGW7u/+C2DrC5VaRwt08RhGpltwTOzWq5XoUdAF6NApNrP2qVxp7OtsbzQVh7cc29E5AtE5C/YdwDfjLRH0uMA3pqTvRXAz1+l3CZcQ2pAZfX+tUzGji3rVNcEGqPaAC8GzSZinhjZxTqV/fK3GONocbO1wbfLJhIHgbLr3tuBTCxqnh0qUZNNKtllanuOdf97tspsaOuT2jX2rIaQ7GZhimnJlmiJcYOVEXL8nGi66+w7AIkCWQVyPkGfm7F/bof9xZw3yZRmMsd4uW1p62HmxZfTgwetL6WHSDsOLSOu5+3+BOX3Y9bG+W2BYd/uHiDvRyxA/pjPgyL3w9i+DMDP5ifUDOCnVPWficgTAH5GRL4bwL9F2mPpUhl5ijpPJKsdHKi5cZHZFc8xYyN7B7Mt1RqEGQRlCRF7I/mm5yDOrTgqH6UfFY0ncJwnLUI3psbguETuR+2vSTvhtmeJjQ/bb3z6+nv7xjbng0jyNhcbnEoCMU0eUwma7HAiOcIXicFZ3SugMWBd8+aWOeDVmJHv65aTgI/5N094lsr3SVs2EOiSpHGo7DX1uWWzBjjM5EZi6apTRxpb52WyZQu9V7l9E3yW/Baa/3Bw/A8B/LWrFVbBYXYvRlYHHgY2IzDjhcfepuXLAdCogwxUfZ/aHRp83T6YcwREvm5e1Ay0y2cM5HyEO8dHrU4dOTSxWZid+XSH9iE7JH5CltCRrIpqtEX3UrFRkAHPfiRQAwQSBbooljBDziLm3dqUnWxw48Xj3u5l380pwePgVdMt72P6X9s5TbGo/8zegOqcYRmxNQM2iz1s7Z9W91Y7uNz7Z1GqGDrtHmS5ESsPkvEyTfZmgz1iQkB1t/uFwAZepTytNq1VUSLgR4udGfAMRLqdFFw7uC0AGXtdwKcP1PR1+mMqWoJYR3FczCh4YkxTbG78EYMzKTF8R6hzWwyQUpU623a6PAFABMKU2dqEFO/GIR6a0smKZCyLAtydoEvA/o5gupOWRKXVEaFjLBaM3B5n1idl15ERgHtbpal7BmLHiM8LVJWT7XK8fldkDG5W3siZc5kH+6qSVNFbYDu5CNp9ppi9AO16O55gvPOBD/AMAkzTWkDCQM4v8TFhZsTAqSpYYnL3xzVgN0VEunELAAw8cHMJ7Gxjn0zmzCTZC2e2M6DuJ8ZtWTUZr3lFQTOWhUWYp7O1o/k28LmhCnopuAGAwEJJgJH9p65P1WwUL1sFGdBpVkPzUEoE5PkcYnI3IM4z1lmBs4jdw3tY2JV5T0cAUB4sGTjKw2DQAw9G/riBEKuY61qPj9rgV4GktrTj6cFtFEvoQ3aAy1Xdq8rtyoNrlNHyFlMj/DIWIAVq+vPMoiZklhVDScsq3ZY9zMoZTeR1g/5bgCmDkldRR2qdgcewLhXM3u5I4Qa1rT6Uox43VrVie7NGL97mtCWt/bKmtUm3ZThPDgWk8AU39F0To0A07yG3pFCRZYoIOykMLsa6d1wLAumHAYwfp5oOJd269uM7Suu/l+YSCPqdVczuyGtyGxMDjVPKb43t01+2BO4qkjSmFxaw3Qj+aapo+U2qpP3mc4lFhWKs5uOcZ7+G9F5Nbc/bDgtRExtcozT2Cv7vJ3kk1sdxRgBK9LgxK97JgdtvMXHWD/tuv62NI7vPlmeQvXVs9+FJddlutH78WA6B4rY3tQ1DMY/pIVGpJFFi/qySAG4vkHOBPj9jvZteVhNX+sRQWJQfh61xMiCreSWPb83DaqKl5etj5aSy+utSxjZfN431u29TvQ6tp7TUlfNZn08j9mLxyz9HlSbyRhH5uIg8nZdV+vPvEZGP5s8nRORZOvdWEfnt/HkrHf+PROQ3c5n/k8joEVXlhjA2aVQ7YAxqJs22NfTEGwGTPzcyOo/qGjEW/j0K4rRYOz95Wd1c0TI3jifzYkDHL3XZWvbkhW0xTbtdXyyWawtwigrtfo/S9G3IanC2U6mGbEerO/giMzcxe0TMrI2LVHMspAxyHqARiBHQs5hsd0ANFKYJeGhHEw7LsOtdNuIMqeJ1DU69H1+n8j1KycvneIPPUTmje80eDjHWdtnDQXG6JVUATvbOAxGZALwXwDchvQX+CRF5XFWfsjSq+rco/fcB+Jr8/YsA/BCA1yMN4K/nvJ8F8CMAvgfAryG9KOaNAP7pVjtuCLBV2bpYjYpJjMnOeVtVuVHVeTvt+waYWF4TDvJcVQrI+Hp8XtUcZkDA6cMO2DY3UlNNlTRmGKN0jMDE24e2dvLo6xg/QGQwjvcr5i1NcW05aJeAJG1djjRQdgm87SwC4UKAJSBm1XQ9iwhzhObOKljdqwWMgphHQGV5K1uv5y4D8bKcLDjPM/W13CNZLWUV1RiZZDVdFc2xCpyHbJ5Xk+QVPdla0TcAeDpHTUBEHkNaP/7URvq3IIEZAHwLgF9Q1T/KeX8BwBtF5CMA/qK9QFlEfhLp3aIPDrBtydbav/pkSzY1nojlwl9hUhqQbQV5jm5sbs8o3CB55jaW4cTQpGMJoe3nsXYVb2z24OaBysf6bfXzUJrLJpkZ2GMMiXWUt82geE0385YK8//sNU3ZajC2TPVVNbpWcOAAY/N0jvrYbJt+ANAZhLbUawagUmbQEv7S9TH0x7dUTW+nu1+54tbgLxWRJ+n3o3l5pMnLAfwe/f4UgK8dFSQiXwHgVQA+fCDvy/PnU4Pjm3LjgM0v9vXxRv7dBPvsTeJ1gfxiEQ84lsaYVwnizOliDGWO+QkvTm1cVaBOjRstVB7Z7Opv7r21tR0TU5viWu2AtuMGg2btX80HsHeutevweNTzVY0deeO2mdv2xOAA37S7BxDtPaeiiHsyxtWmtkIETOz/Ptnd9BzQKWD9QoHcWcsqB1UBVilxb9aP/b5lJw2gEVsbnTcpoOO2bbKmChK4jsahuQeidKC29ZBolg/G0f1z73IFVfQzqvr609SKRwB8QFW9MnPfcmOAjcFgITDq1nS6GCDLs+Jy+4+psX4UvRPA0o7KYceBAU5wqoF3OHCZIxawFf9kToSqXm6p6ZUReRkvum5/c50cduDzjo75/OP2tdH51tZpRtqM29nZNDsNCoiR8LtsNGTSt2Z17SK9Z0x3EQExqbVIIOTVQt8+AyNhD2QcA5Z9Lw/OEWMrX+r55vqxbS86DaOMU94MwV93Obx/31VFcVKv6DMAXkm/X5GPjeQRAN/r8n69y/uRfPwVR5YJ4KZ4RRtvkNvRQKuH0ICEVTIDi9ZLNV5/GWO7G8aq7bbax9iRzKDPrnmuy9v9ju2/92Ka+NiwQlxGLOKS6PHLnu6c/+D2RRu/2WPIn626RfJ620nz+tHD7SugxmVp+ogC4VwgFwG4CIhLcjCkjTDbpXR+7MJU3ytRPJbeu+nbAlRAM/Dx13vr+vv7MgPr0Fllx0Qvr+8+5IRe0ScAvFpEXiUiZ0jg9bhPJCJfBeAlAH6FDn8IwDeLyEtE5CVI688/lLdB+xMR+avZG/qduGQN+o1hbF2sk3+xr7Zqko/W9vanurZw452QRy5HGdmUinlIepWO28l57HuNhO/r8iABtGsJm/msktS2YH0EOHZqq5x7VV0YoI6J8/LrJ0crBUKIwAwsu5i2OLL+eNAeABlAnlKb+yIICnoQCmQXs5c1mxNCBTDP3C7zVJbNNTd7j4ahbZ53XWrAC5VB+uPN91MyNu3f1XvvZekiIm9HAqkJwPtU9WMi8i4AT6qqgdwjAB5TrXekqv6RiPx3SOAIAO8yRwKA/xrAjwN4GMlpsOk4AG4QsFmQJ4MXMJ6YrHZ5O4O3EfF5v/zIwNAA0k/K3lheyxktgbG6RqodOwJGquehqPUYQ11QDrSvyXPg1o4pmjK2Vwa04oGoDzQ9xtvaXgc22nsJc8S6EyBOyRM49dhQQIxsbY1eaHiyCsJFAq4YMxu+s0IyG2T1sjgYuB7yTFbL4FgE7bXQWM9IQPktITWupDe2lb+XfFMupxTDN3ZNn/qBomqfQk6q2qp+ECkkg4+90/3+4Y287wPwvsHxJwH8lWPbcGOArWU2h+02zW6ma6s+Meh4cLSy7RgvYfHgyAb13lt5ud2qr9cAtjf4skrr60rqXO+14l/s5PDjWB0f2yA6ktFLYFoGs11ITaeoDFaH1wNI6qjOEXEVqAZIBFSkOgm2PKYMbpYWABZBWoOfzRO79DCzeLeUtrebiWhxCnA65YdbftcqHKB14x+NIVI5QJO2g0wCtQJcHtw4+YlWVZ3YxnYj5EYAmw9l4L2qRs4CO8eTz44xs+PlLXZupFKN989HKZvzdm9Wd8yE+2D52S54KCaqLq0RRHvnZExbajfe2VBVItUUhS4cGjIIQxjVe1l4B4PR0P7j5FAQqoLayYzI2jIpwp0VcVJoCMAUEoisBDyrpHlOmGDN0JDtdGYmWDMInQvWdQc9U6y7CJnznnEOcAA0DK1As7EkVhNXoAMlGxN+SOUtmnqVNo0HV5icCF2RiVXS7Wlp+MF7CrkFtmsWDwgAsyxBCEogUZmBN3xzZPloLZ6VO5rkvBTI9gOzCHQPgqOQCF7U7Jfm9G3PeXPcU2e0NqO3qVs8Ib1KyuVmFfV+ZcvgzraqzTxsT1JBtPAHRXrRi03kzEwS4Ch0VigidJcgRgHIksBLqAzA1MFsl1s1LY6n66AKhH020JtqOinCXL2mjcoIlHEt78nwKuPmYKGx3R204Wo7djL3DLiMV8ybCPC9YJ0/gVwxju2BkBsBbCJawMizLJYQqlqVpGUkvJ6Py+Y09Xi+yZslNG25vEOE5R8BYTrH8Wm9Id8b3X0oQWp4bhuzGscCLOLHVBkJKBs7AigvOMaGDamRhgnU9pR+0MzpgHhtN/FsQMzqj6lcXQKwCGQJeVVBMvIXtrWLCdSDJg8pAEwK3SkQU4xVUDS7f9SGtKa2MggsURD2CtWsms4x1TVSp40JD/rcDkBbly1zahwSxiy5Guuz3Xe5Q+W3r9LY3QrH3HJdR5gVjpFTLam6KXIjgI3jtVhV5Eljk22LjaWbUDtPJZfVesIIDHi3BVoOM7JFlWUxU1tXH8PWqqjdZowuKJPVMo7CL6oHt12onliZRipiG3A3+0L9P7QWsjNpmd3IAUBcAnQfgH2AnAdMe0AWQRiEYWoA4llAnJHAbMrgFpLdDQjAeQLSFA6iEGYtrmESU5lgnDDVUZH3SwoJNMuTxBqeCzLD/1TRNzqmuDVGQ3yQ/CAgIKqMFw0b5Gvs69Ic23fylQeKzXc/PKhyI4ANsB0rQgGgIm7tXR9l3y5cblU/HYKaX+7SBWKu6f2ZwHiil3qJ8fmtaLi+LZC0c1tqQAkfGYU/ELh1ZQ7KGdnTOPp9q36ukv/3iasRXT83Y3o+IOwlxZZF0CL2DDzWUMODBdAZiDuqY1ZoRipVAPtxmEznQBiAmyK1QfLOHescoDsAWf218QRQWLFFcpdxYIafmZbtMzdcVUD5CoOeYn+BOm+nNnWVVRTczY1rdq9yq4pekxjYdOvjiLGszihuXqzKXhxADbahLWkueerxAmUWHwc1sjX5Y+pudAZDjVJVn1I51XnVB3Onq6Gpe3RsK36rK2ULgA3QlhQce/bZCeFCIEsCGZq3qb5IxQkwQRB3CeCFcePOCg2JFcYYECyWb8+VW6GozI1ReKDaySKQC4EiALu0rWhh0Dx+DI5Z1Sx9sNAVMxNACitT50lvmLndd0OA3qKD9JUB7URgdGtj+zMQ/7TzrEHWnn2MFqHbueZWWROIMFOJ2h6rnsfq+t+c+Gut08AsZqM4L4UZLXAuaa3f6FlR2r2C7XIEho2B2k2Ist2wzbox2Pn+lLRU3zAdT7R9gJxPCM8FzM8JpnMgLEhrKG0lgWUzw35usnk45SKDzS6dWoHkQIhpYTumFRoUcQLwvEAmIKzSDxh9lzXVs/WC83CRVxgsORxkp90YNUDnnrfNGk+2g0aBLRFD/p4aNAC6zlva3leWbzO97/t9yDHB6g+S3BhgK5H0fCz/F/rvDdWCwxelOX9AbZOgaTLSzcXlM3hZOm8XK+CW1Q5mkptG9uFgJA+iLqEmLB68beYFgOxuaCcCg9slN3EfUmAnXBsuAsLnpwRozycbmqmdBQMz61EBOLhd8lKnAm45n1gZtNJCJNnedI7QeSrldUG8UbJTYNBsHgpb21vCNgIUaRUEghujnFnXjYeDt62pO15uolGDHZVVSg+Xb/BQOaXcOg+uQUo4h0p1sfN5+i7uuz83sgsdo5p5Q36nwZCX0TNBzefLBoqaY49iipfaMrL7GCVuqxojiTRj2ElAQNrEdRWgrS3cilDfCl9QP9maPBlV9oL52bmwNFnQxpgZoNl/Zk6ajkved01iSmML30EstDDo7FjQoIAkAOuWXmEb3IAWWK0dBdwkQFWBnXMo2Bh4wJMBC7eg24Ypczk1b8Pi+YZr7MtZZe1AE/0Neh+iemtjuzbRbHyOk7tmjXGmNbSLO994BEcXSrQCDD1BGRANmOqDVy9lO0V18JHiyOAxobmpR+XwchyNkm7wKPUmjlInV8kjLbjVIlojtmNwh+KxhuomLedCBHARMD0fsPtTQdgn1ZOdAzHfVZqXR1ngLJdptjcbEs3HwiKIswKDLX80IKmoU8WQpkwdXB4PAiPWFQHZSwbcPM6eOcHMAH12XoeaHkjE4ry6LOmPeUOb875pURrPbFfeyRwI/SslH3S5McAG1MnnFxrbxDSGU37TuZSw0vaSxq+po3Pd2ktgMDPQlDlaTsPttFlgdQ5VQpK4tipq8YZ5G5IggYpQOUKgSpOLDdq1IrLxXPZ09iqntSembbmnu4L5ecF0kZmaxdZlJpZi0tB4JotdjXfoUCT1dUV5U5XZ3kRRvMLN+ITcdan/LxVWgwcqoShKSIhOVg+Bm6mjDGqDa9rYxkZA1ZyT8Xl+ePGD7ZpU0NKkW8Z2TcKANI2vIy8srnE//ne+ybQGs+pqKo10qppFdDf0ASAAlDLThJlXrrPa33Kx3rlxBDtqbipjZ3bzi/ZqkaVrvktRjzoWN2Ix/vgIzIwVLALZB4Q9MN0VhIvsJLhAASIuxwixThVQyotZCNgkIseVJXCzpVCyotpblcZHNMW3GWiGHNNGgL+lhpb8G6L5wVHNCTQ+gQasoZl2ndCPcWHxXpdHZVp8HXz8Go9/WaGR0wzY+/2I4lYVvT6hSa5L++TrNgZkb1MGKAOYLpDSbhQ3iQubKbFKvQfUwFGEADC3NTKjksoMy/Ktgfd23O+2nRoF2JPTgO00W/dymYA5mY9id1Hx6kNqFGki5j5JZmhhAWQRzM8llVNWlP8NSKEyNAOzeIakUkoCC2hWWTOYFXscUDyYwcZySfXFCGgTcIgEbLusqnK/WQ0VFJbWDfsl81eWPA6iiUUycwvuRhoxKfvNIMSSg49hKmvuUwErBjWyNaZlcwSsrPLeryg24ywfVLk5wIYNdiPtebWJbtebfjcLizmvDICF8wNt3JqgC//w2zwXEMrlmzeyUSlRv/u+NG3gmz8/oYXV5KKOuAI8aPu+FxbgmCGrSTZBIhIrW1IbzG4W9oLpbv6+oDCt9FGovbeAx9qYGhEtIWYG+j0UO84TmY/loSjq6CVrOHVk+zyACZJBJT8OUtUGPiPhB+8hsPMs2z9xL4tR05KxL/s+5dYrek1yzBYsXciEC7Ity1aAzSdziT1zQbSj7aLtvvPq7si7CVp8PfRkNRlGxyroiGdclmcEjI0aSCwGntVoD2ZAArQoacnT3QRoYaHgWsfSADSOgkaMhOR1nzq1oFPUTFNfqe3FSzpTvziNU99YHQWk0zIbYI1ITgFKNHQ0+O5EArcRYLGZYHR9vEnBmPGojK2HH6e7JvDRW+fB9QqDiRdT/S4zch5cUaBtOp8PwObCYgbe4a68W0/pjXa1tjCatGxTmbaYG7UlM4umXmN3nJZV2wwYpnIaM5vvtoAma5pPzNQSKI3H1xwH5UPqoKDiire1VfsYqbm+cGNMxtJEE2WzvJzBEWWdtCmwpD0wl0saFWDV+rASn0hbIz8zOzvOjWJhUKsV1nPOez+MezuR3Kqi1yFa10M2S07yzWKA59lVt3idvnOEvn8T0Gh76M3vKjUebbS3lqsTQKe2etuWLcfpDP0GbHlMsGqZfIk1aAYWV/6Wmt0wCmKEKmm3iJhATfZZ9dyjCbL1qqPECvp+PabmSa8BaU+1ibB10jomDcOs/608U1slq8SNSm22Ke6PYBzTJu6/oo9jG8jw8moC/GJz8+BW+uTaN2Jh/sGtLq05KEbH4PKdkMC90LyiN4Z/lhdoGMjZ5FxzFP8aSmyXrqGmBwZsKafn/w74+oXl7Us8rA5jieaU8AvHRyBr5dW4sQE71NoX8wwm9pTOiTEq9iKqpGMjVQ3ojkuU9rMmlTNtISQJ0PY5Fu0irxxY6icwe8ug1rAtYlpNly0Ux/5bLFszCIn52Qeo6mkN1KX+jVZcWN0Z3DrQobYNQYCdH/Vy9SBSEqAf/630W+KIWZefWXtzbbmByMG7fX/vRcpGEUd8jhEReaOIfFxEnhaRd2ykebOIPCUiHxORn8rHvkFEPkqfuyLybfncj4vI79C51x1qw81gbECh3OL2xS9Mq9D2nG600SHTdpMSCkBPQqBJV4C0sVEBTZya5vg6pz4Wu9saarv807aUhyZvw9KCQpaQAkUtXg4ou1Ec2iIak7bL0fL54XzLIQ1hTW91Chc1wNb+NyqnAQ2JlRvZcWCA5uLXdEp1rg9pChXRtl3VXpfGTUKqL+wT+GpA8VwjLzETGw/hcR6IZ23UdgPg0XFjf908zt5SKduDZwZXrnfO4MHU2BX/L+W16STfZ0266PL7Tp1AThXuISITgPcC+CakFxs/ISKPq+pTlObVAH4QwNep6mdF5EsBQFV/CcDrcpovAvA0gH9OxX+/qn7gmHbcHGBj0MhyaCeDyxYSl5vBqw1AcxM2EeCHrq1jalvSnBe0agWrJpbMwkb2ITEpCz8hcOva7yUeOM+2wdyGsABTBrUCaMbOBiqnx9T6bMheURxmRhpSO+Kc6jGPJhzAqTkOzEkRJe3QEvg+cM8fBwxNWwbiAe1gutTJ9gA/PBV1R19qj0bt2tT9RwKx1J8D6Mz5aMwkVtPEKeSENrY3AHhaVT8JACLyGIA3AXiK0nwPgPeq6mdT3frpQTnfDuCfqupz99KIG6OKAgkUejVTWgakfMwBRjl/qBL/e+Opz2yKZ/OA8TVlsaoS0XvBLIo/q4SmXkuk/fyt+Fi/D9dFGnvRmp8/Fi8mmaXJXjCd5wXreReOIahZ+Rxvpq5O6/JIxWQ1KmfQSbHe0bTfmoWDcF+R6rY6LUi3sR9yej5sDJFATim9r+eQdGm2rrddW/s0DxBS/3X7U9slzX9u84jRmTrc2VbvURSy+U7YwTtiXyoiT9Lnba64lwP4Pfr9qXyM5TUAXiMi/0pEflVE3jho1iMAftod+7si8hsi8h4RuXOoT5cyNhF5H4C/AeDTqvpX8rEvAvB+AF8J4HcBvDlTSgHw9wB8K4DnAHyXqv6fl9VRxLMwfqp3N9yB41bOaN8rQbVf+HOeVfnyO3DbyGsS3aTg9Z+Urxjz87bZyOJ2IKsAACAASURBVKqWADWAWFxzMwviZvgVABYYa0AhxQOKak+L6EHNwNCPxUAkoixw12YCom5dZMO2S4G7wfZT4/RADj1B8camZVWDcW27mW6TrMIekmNxoGFrnGkDGRNxkhQszszVJx/di0Du/4HGMYh1TTgVuB0tn1HV199ndTOAVyO99f0VAH5ZRF6rqs8CgIi8DMBrkd5NavKDAP4AwBmARwH8AIB3bVVwDGP7cQAeUd8B4BdV9dUAfjH/BoC/nhv8agBvA/AjR5SfZEvF8+Dh/4/O2975h/LakzBoD4BbgDeaZMwcDbisP3bM2Fl+sjcGfWeUru/PlKbOwmQYqPh3THV1ToG9qZ1J9Zwuclya2dPKKgJt6rImdOPgZXBMVnE7dWQyOwFxp9C5Mr0+kFdrG7xzyNW1qf7SQ6BZwmX5j4iZLI2+RDgSw8JnkN+uVeqipWPWllS8tp7rptxB322pGYfKnEIUp3QePAPglfT7FfkYy6cAPK6qe1X9HQCfQMIMkzcD+FlVLVuKqurva5JzAD+GpPJuyqWMTVV/WUS+0h1+ExLaAsBPAPgIEoK+CcBP5rc7/6qIvFhEXpZfUX+gEqSbYcSwbHIzC8Pgd16kXYDK8nJ5C7ElAzVIs1NqA17RtUldupFY+qBpz39TZVlcGSU4NodWFHuHSDEHFtVt4ESQ/Io6yfFmwQDUwM88mfn/MC6NAG1TRtcmMxNZqylMLf5O89bsQdI23zvFmpdd7UJ6skwXbd3p0ikgKQRFFwF2eVxEs3E9NyU7EMr7JdhpweNm3wWF6W4SMYuha1ZySSFvw8BeNhlw5fRPBWVXkkL4y30g9SU2qKBWwI1tqEKs8NDqjavKqcpJb3F/tYi8CgnQHgHwHS7NzwF4C4AfE5GXIqmmn6Tzb0FiaEUMR7JW+G0AfutQI+7VefBlBFZ/AODL8vct/boDtqybvw0Api9+cT3h1CkALZvzC4D5qW7GVE7PaY1BsGpoJ8ojHu3OGr5Nvl6uZ7SF0GWSY7ZGayc1EJasWa1zs6owOQMpY36sYiqqmlfSoQE1YFPTqkLnTdMS1RpvRgvZFXkLojy2GiW/rCWxtuXhHGKykM5m7TYmmVmlBjTBygCBTFZBC7jZ+bJ7r1ZQM9nSU+L4e9mpZfNh5vKO7IKideVGeQBQfzg/l8dgZqrusYzzCnKqODZVXUTk7Uhq5ATgfar6MRF5F4AnVfXxfO6bReQpJB76/ar6hwCQSdQrAfxLV/Q/EpEvQbrTPgrgbx5qx317RVVV5eA73jbzPYqkK+POV75CO7AaLSIeAV1T6IBOsU2LbWSFFeWJOQ1A0dflVyWoSzcpBWi6tvkbV1DU0rqEKattFhuXAa7k4aVMjMkEamzsZ9WrCbEYgNrRMhp6V2dRZYHsNUxL2dcpA86cbG3rnaQa1/YYICK9+3MviAvyMiutaMptcc+tpo3myeYxPCSHQCNSGi5+5L2GY7+Kgrri2q/GKne5naJ9GzR31G2/daX4uQOiAOIl3v4rlaf6QQAfdMfeSd8VwN/OH5/3d9E7G6Cq33iVNtwrsP07ooYvA2Du2mP0621hECr7jB1I34DMAMBMRmXwkhUQqKnPr+ObiOuyGemSNJ7M7qme09ibnAy0ko5Vg00tXUR+/Zyrn36Lb4P7bgBSDO2KHix8H3ko+BmTNMkS7tHVk4G7xBBCITPKfmo6K+KZIGZ7W7OnG1CdHAsQbatxHsO8EiRtQCkVTIvqaQNH6h+zMNfVjRDHkq9EeMTB7eSuq1/gX9RTTSwUaB9iOgMxs1JkVbvTeQ1Ac3hScVicQrp7/sGXew33eBzAW/P3twL4eTr+nZLkrwL440vtaybrAFQErYpnx4AahlHCMfLxAcCkfE5NHAHhCBSY5UX6WFvMsDK4L7o4I1tDmfNKlGLMLzvRZk9lKKsQcltIRWOG1PWXGBN3e7t/3N4D97ef7GhBjcM02K5X155mxwZtTBnvKOIZ2vHLAB2W7Oi4SI6PZhWGaAW6fA1KYDB3mi5ds4Z11D0H2m28Xtu2hv3yMTWGSudp/OxdDiE7V2zH4PRGL3q4obJv4fvQqconImypeD3u86DIMeEeP43kKHipiHwKwA8BeDeAnxGR7wbwb5G8GECin9+KFDH8HID/4kqt8eEUXqW0Y4WyEyApYFHbZWH4ZZNUUQMdLQpcc9mQlrGI9msVS1rfRmSmcOApmJ/eYS8FDEp92a4koU6UNNFSXWVdJQOYU9lLrJdNPDJw+3HYdBoM2Fq5RAEoAbp8uYzhWL4AyD4F54YVaXucKTVEAaxn6ENZcnvDBTCdp7w6A5j79xnUvI7heFC7R7sUgxr/Z8CyihoPLJ8DGnW73K+cPtsJ00uBxu0whnZl7+4x8gCB1jFyjFf0LRun/togrQL43iu3QlEN0OWpnP80sV2U3htoBQXMmkhuofTu4rH3Sc2etaW2Au3mgL4Cq8fbBA/cfPPnA+bnapqylz/Q2NdUkIzntpQHQJzazoifLAckAWkNhi3NZY2bx5t+F+9gBtf6MKjtKB5YG64JmIytzKntOieVa32RYnmRYPd5bePpBNh9ztarCpZVsDycAny7V+EZuG3Z1EagPupzc4ISdAOYH6qkLjZsK+f326Dz95ad1bpENT3YMiB3z3pqQtPO+5Lj14E+KHJzllQB6SKNlhEdunhbE7EBQTrceNZGdzrlLWXQTczl2aQu7E7bc/5ecTfPdDexkiZ6n9kFtcOAxKoLq7SqEjMB/r0lirLUycQbtrfADUATWlGy5IDcAnrEXMyUiQgECKIoMKdD60Mob7pCaEE6LGmc4gSEGfkFygNQtyZymyKV59pvv6W7lnxeSr+sz7a3Wzo2UDs9Cy6/W7Xd2l2cB3baef2LgwLogPqk8v83xvZnJnyDjY6X3wR03Tn0E9HKVMveX8Gy8NifaiaJgNXdYT0QMvC6NtfK0pPZNnCktEXF9GoUAy29CLix/XgDttKkYMDjvlm9rMUdALOjZQQ01B5lEBFgeRh5+3Ft2hhWBfaCMCnmIGWzyOVhqis7ETaluxa13q02tw2vssmGCcC7MrWC2lE2sXwfClK/mjzsFT8lECkuXQP9oMnNATaTYuS32e3OX3ZBbSLyTcjA4PI36qgHLHbla8v2NieIr8fCNNxdbQZybw9ryp0ALFWlMxbIXkTfHj952L7mJ3jnZOB2jPp0iXQvRPZvYec6ypZGivUhYHlRXZSvIiUUJSyK6TwBmk4CnQVyR2tdrg/bqqXrQPcQG99YhX2CmJbzKA9VTztnITiWhq5buaamcjqnxymdA5fLLbBdrwwArewiC+1USd5h1i9D6dhZmfzjm1y0NU6LSr9Tg7T5vVp0tOSJwJNEWW1yrEaQQwIscn6w5U4plwHSsbVkV3OqDo+1A0xerF7ahQ3gsvo25kh6LygQZ0WckEI+dgB2iv0XIr98mdqW+xkWAOfpe5yB5WEB8otivOeyAwNFB2pdaEhJO2748MGQfzegxucjgdrWmORrHidt1dHLbikDxFOyrFtV9DpEttXBLO27P0u2AmiXeiCtfDgQzOU04Lb1qOQqVlC4AVo2Ym1zQNwUZcu7/NOcbFjsnAUIdLyXz6l7xXhv4FlUIrR1chFmwxstJmeiyja2Ycfq+WIAt9i1XVp1EGdbM5o+ALA+FLA8LJifb1WwsAIaU6zadKGI52mpVYQkdfxIWtMHzLZsjEGtS9sOAR/uQa08QNpg6e683ep2/zSFUpu2+ndqILoFtmsSBQRCQZ31eHdXFaPwAIQ802uCMiWpdwZKQAUlUzutHerKGD1RIyBSjdm8v1aj2oo2TpFwDuw+JwjLNpBzwK6FVERraw4FAXqSYXYsiymrdp7833arHcRBdaoUxr/rjrlSWEdhT5JWFZg3tIDYDljPMpDZFttUfjxTnL9EERbB2Z8ocCGYFxtXYLrI23+rYn1IsD6Uy52kNNHGq2m3O4S22nZ1xwjwN46HkccTqPY0G2+2oXLaMj4pQNc7IzYfHCWg/MRs7dYreo3inmp8vNnWJbjjNvGcKjCUvNd/2ZX2UIiyL8PqETT5uncQ2M090j8i0r5od1Fv/MskUHS9H6MRsF1F9MB3tk1y+RTq4UFNp+TBTGtCk7q5niG99+BMK6BR+cWcsFMsD6f94mTRElZiTQhLArJwkeoQ2q1SkOo0LZsBaTTG5qRRTrcxPoecBmZHK2PD57bExi2r5uWS8r244eo1ADzm/Q1XkQcp+PYYuTnANnJpe2+iP8fHRjTeC90sJeCx7EFG30dr8ojRNe1lGammvn8qdYPHy6LHTWVakRaT22v+/BpSB+qdTciDnwsM5bTed8PtKKEJuUzeBry8MHkG4p3KROy/LRHzb90qGy5qjmt7OC210gtUzy61ISxpi3Gd0297H6aGHL7qHBjNOJQT1H/7TWPhnSDDMoC0muLA9fN2N9Ysk71QS1vKu0/ZdjZQRU8NaEVuvaLXIA0Vbi9kE4rgpDAvS0jA10zQLY+XL1ulvj+gLL/RUmbfbk9lUvI0yaR1z1uyFWnv/707wQzJTzJjLtnoJnR8qDa6JtXfVbUbsePRMJmToAM1kQpqxtDm9FkfSmxL5/q2KgDNeAhv981xXVMK/5juVhYYVnvgpIfCtFfo3RrHZ9skRWjfhxGomZq+oYIOzxEz82p0k9/fq1afJ2AhjxsGMnJtD2LqTil/th7Y65ebAWwjyWES5WUZjpn0N7A0YRUdYJlIVYeGe6VF9/8ebqDCQnxIQl52k+LXtidhp/rkB7lqyqcidfLR5Dg4qUdANgjOLcNBTIKDSItdLYNZ9XQm1TOeaWEibQBxO87FFKDSTfp4BsSdo6EKyJpQPFwAYVJMQWBmWQ0p8Lc6N4idj95wtfH+2Ga8CNwCrQEV3tZqS1XVA9djcNsVL3MpdxwEzOmbMu9HPDi/AOTmAdsqddM9Y0/EhgCkp90RF2K8sECGaSphHLCwXGdb0EBNHqmglFY07WY73a0xbF2bnfrio95TWzJwQMpLUEaTqN09VuuxrcmIMUMeglrINrRAgLZD93Li0XKmsgTKWJubpHGnWO9IG4Rs7Vu1vIxGjfXkcVegBDcXMNvSsK6qem3cb12YBx9H336zP3bjBPTgHw6Uf0ybj5YB0j7gcmOArbnx1wG4dCEIxLosn+Q/XBjnCwMAMA8rh1JwWbGyClZr2+gTnlnpK28vY3WEc8H8+bxrLHdlsGqgtGGQpnyX1sCe8tCEzgzP8nRhH1wtMbViLwtIS5jy1kKmbtr/9WHNv01VzONYnCeD/lnTKHC5vJsBtV3Li4A4C2RVxCl7kFNyzOdaXuw87VNc2/oQEF0ITDNX2ZZlPztg6dPb8dGYsUrf2AL5t7v/9I55c2ksrI6VDngV1kii9ePUDOuWsV2/FM+bBYCyTsMeoi1ThFNvDtnpAGyqnV6FKg4Hl8/eEs9l2DY7JRo+T8RwgUYlSTa5bQalTgVvTxIImi3O7niedJeAmrWFPZxxlpaZGajtcoDtDOiOtg/i8TgiDqzY26Req2ZLJgJY29/NLyoPiwKSllypCHDHHj61jFI5XQffb9/WER3acrIMbZRmo3XXlFX6xtPMxXD5+Xo19rTrAqBjvPMPkNw8YLObAj2w8HcVulHZaXCv9R6wpRkJLE/U0J9vvKfg9uc2RcF0V+qOscAmwNgkbDpD9p4ui7FCS+K8epug5liMZ2lmN1sfIu9mVkURtH9YFLtoBRBjYd7oXRjTANSMhdsOu6Vfdh3UHArpwHSR/ussebNGIu5kDts0kI/G1jO2ESPz6iaDqV/Bka+nTrQcjEFx0JZmBxXUsfSgeN/i59kLQK7LeXx1ydHym8fd+SYUgM7Zcf5wWfa+yiIBHTBYOVauZ3+bbTW0HaxqkLXuYNF4JS1rqJP+4D0m7gOUiVeYT6QPgxowngmZScRZEHeStu1+KHkn0/+0njOepReydKBG41HfNVDbVjuJ+j4D9yksjN5wtZ4J4izjNhvALchv4kJ5+1bZlFPbcSif6D4rpaFjFpZjaq/tNhIWKl9r20t/XZ/L12L/QwWo/DnaGWAPgxMzt9G8OTiXDpUl8kYR+biIPC0i79hI82YReUpEPiYiP0XHVxH5aP48TsdfJSK/lst8v4icHWrDzWBsWwM2MsCu2xP/YEyRV01JXbCnO+8SUVQ8m6hbcWuu7GKHy3FZxjrrezxJN/PtzWyovMBEqEyMVdbyFOdiSXPfZIWodcT87s+4c587ZEMzvD7mUUhhKUCdyGXTzMFLb7r3NURqxz6fX7UAQnrAJBU0LCmAOezTyfKQyCqsB8ZLTROjsbMH1JbK5pgUL5xnD7LvN/9utnsiJ8/2KoTDfbiSnKgsEZkAvBfANyG9zOkJEXlcVZ+iNK9GegvV1+X3EX8pFfG8qr5uUPR/D+A9qvqYiPx9AN+NA6/3vDGMrYDDRou8If0qT5Au2NTq43L4ac5P4QE7K3k8myxPf2nZZUTa+tlUIwMJtgFtTLSRh5Jv9G6CqutT7CcjOweSl06wngnWh5PRfnmRYn1RXjGQ13JugtqATRf7mEta1UipnyW/zIbHLzMkBGDdVcZm48fgF1bNTErzFutat1lv3pu6wcbcp2Nx7o1ZzZg69bR815rfh8sUR8mQ8VPfG9A/AKg3T94A4GlV/aSqXgB4DOm1nCzfA+C9qvpZAFDVT+OA5FfufSOAD+RDP4H0Cr5NuRmMDYDZosoCaHoCFs9foVbZcCJKjGVk8U13RzlT0tFxOybanW9sGfwEt6e3FStoQba89DidNMA0o7wf9dbjqfWlLYK0Bxm3H4CopnLy926bcGaQbgcOm2Q6SQ7TANb8f3kRoT5r1AYsA7bMKm6zL5rQBTTxzgV+yFAfm/bPCdwSGwMkA1kFd0HQvDY32/Z01mILbNazbkgTUrO2xxpxSF32zfNOJwM0Y8R5fFM7tBnPodrKQ0dzQdaN8yeQY0kC0isCnqTfj+Y3zpmMXsH5ta6M1wCAiPwrpLv9h1X1n+VzD+XyFwDvVtWfA/DFAJ5V1YXK7N5kxXJzgA3o6HzrIWr1snTzZIQpwYw5SaH8BFhNPe54Z0Tb/NkCX49/zfHW8QEgexh9bBoHZorWl3qMdqmFAmXv+5gnrrYNVWMEPKGpnPWsglp6DV42aFvQqgP0rdC+rs9FRWRr9wAwiFF25TpGnVYwHAAmeyAiPRQkSpoSBui2lMvG3L9Vi6SL+/P9oz41bY1tuSmvdCroSHPw38vqhqm9x8p14d+j++NehK/Z5fIZVX39fdY4I735/euR3mT3yyLyWlV9FsBXqOozIvKXAHxYRH4TwB/fSwU3R8R9H0wifloXUBBtXibcgpwM88sqQ5tVmUAbkellEfK0McO32GNW+wK1X7Ntq6hhmkFpNIkHE4v3b1MGdx0AQWEwOUYsbyGkO7Ox9f0Z4j2zqeAuGT8oMoNqPNWHbKMD9mbfo61wqFppvY4xLYyXVRHyDrsahV9oVdsrgOSKDm271IWEHCP+JTMW9zfV61xP1rrYC1yUEXfvSZTxSgn3cLgvOVU5x72C81MAfk1V9wB+R0Q+gQR0T6jqMwCgqp8UkY8A+BoA/xjAi0Vkzqzt0td63hgbW5EwxgWTxr7UxPc4UPNqg7dTGKvZujkMoPJH7HV4TZr8m9+WRfWxxLypYlouVP+vpgru6vH1Tv0Yq9J5/IkcPLurIRrlvJX5UPZwmg3tYS3bC5W+ZFZQj6W+daDmPb82BjaWWl8vV2xtzN5yusZLqagea/NeD66Lf1BZu0o5qzE31NcZ5o/Z3rrPSp99vVcOfrT9WP7CDCmYubxLNSRGOVriVTzaap5h/0Ae/D4dGJ3SK/oEgFdnL+YZgEeQXsvJ8nNIbA0i8lIk1fSTIvISEblDx78OwFP5JVG/BODbc/63or7ycyg3i7Fl9WM0gN47NNogkI+zoXdU1iZ7ONYL5VTjkfpZ1R8AE8qyo2YxdX5qh9XdqKTmQIGwEQrC9jv73QWGZvCLuwqw4/4546EVaCCfKUUXOuLHgrObWm2sZaSCsV0VzMaQHQSuPtR0VlDa1knzVkYWvItGRRzu2jFudi/epmVdHu0iLPmBNFeWzLY19goP17Fu3pus7uIq6uPlciKQVNVFRN4O4ENIBoH3qerHRORdAJ5U1cfzuW8WkaeQLNLfr6p/KCL/MYAfFTHXEd5N3tQfAPCYiPwdAP8GwD841I6bA2yFcTHtQcOGvB1tBFplQthvs01syeCc2e9GEfRtmja9PdYKs6NJYOCWDms5brLOulmfrHkXE6fCWDrxE5/6bPt+lYXpI4DhPvH6TEu3AVwdgx0J1RUnRbDrTAxlyKYpDq2YNDN4dc6SaJkEAYoIBl8tTW9slg6g4jS6Efp03EYLEG8euFNqZ3kXqlNBEzOVAnYatCywb0yyYYw0x4Sq3JOckP2p6geR3jHMx95J3xXA384fTvOvAbx2o8xPInlcj5KbAWwNaNEmeu7GbsgEvxTD1t2ZCoM6twVo19VtGXDdKS6HwzF4YTIDinltzVjcgW7V9Jqq2f7E29g0zcz2vIZNUkEdy8wTsrA47qpQeRZ6sNJx30APZtZ3S8MYToSvnKIx1hmItGmmmCpoZUZXR8xrQv0LUELtUZMHWgN+xeUBym67KX1lTSU8JV9njhvkMfUOAtu6ycY/mQEkmRAI1JhdFfaGysB4RUX5vaWuUjo/vvcqVwmdelDkZgDbIWHmsvH0PBjjY5PQJjt9H2HckOBpq3KYl69hhdYWnlQDFGt2eOVz+WADQu5mG6rInomgBzT1aUdizEyBTuV06RpQ68ln/c0PLB6DWaExbTMUUWPOAAI1e6Ez260EKcRCKntr6iTVtJG8vZEsg9lb1F8LEcn73Un7wEiOElefKhDrw6zsNuKcBWwm8C+6tuOHfvcZ4C7sCeR2o8lrljIBkkrXTCJpJ+nQJuXK4tCKkm2khln65gCdj+P0AGo8k++HA1AdgKn4fvRVN/WXhepo29p1aQCiFgZiBviGWTJzM7WaKxpNogIKKBHzvgObC/wlqcdBBLpHvVYZ1AozcaqqhtSxwm4GdrO+Pi19lth+r+3M91re1NKuabSnDZtBBnY1DUA8S8vRRuetL/aiax+7N/xeMnfdOS2oAbeM7dqEJz1NvqE4lWeLNRhDGYIS1ztS8fxPHczxLTWM6d9Wvfbbgy+zoBXtm9U3yuruSadResD1Nrlil9QKfg1a6nhsO/UR1M5Dk5UalYKWaxiMEIiYna20kTuzwdpGkoBR6fcYpQu45TaqpJUNcaqrRgAUMwhv5ZTW2abwjrgVgJ3L6L3Mg7TWBt580t+b9xKWsiW3wHZNQgyjmXyoxzrVDoMJNyq3CQuhUyMPKN9ELm2py9lemL05zXK7bJfYs6dShrMXlfN07NJ6OCE9BAqjO6TKj2Sr3ejHtLGRDpifhrqKwsoOug1Ypo4WjblhYq7erXaPWHJEc9BATpHATYO02UlVjXMN32nYmu/CiPluXINRHGKjBRzw7F9ZjB2/gOTmAJtdYKZFPBH5ie7ypASHj297HKn8ic4P1FiWqra1dV+mCvvjJd/A2TCaGI0hfcNe1nhsx8U0/xsboftNTe6N1bnwy8CtKaSkqSOlE5l4cr6wp5dXZ0ocoTX0gzuA49mbbwcf8173Fki07virqLFp2WEQz2og8ejBdYhic3jLluo+YmeHloldWW6B7fQiqE+MLfbQxKcBHStpbigZ3AimxgxAs7Rjg9o3IGZtdEyQJ/4IREfqX1MH5/HI48/n+mXgGfZt5mIatWZQnf3gIeLlXSNW0bBMTYClQV1c2phacEhDMr4ndU52yaGgz6WdO8qC9ijNNVDAeTfZNsCqJ7elZWUj1lNWNFjIj6ANxci/1zPB/gt6L6i1gYN1U+VIMXvMYvNxr9J79bW2i8o/oSp6ZdZ+w+VGAFu5SGU2jZOVwR/Q8NGNcIiq2PZA3Tm2ezh7kT1RGUSbDRVHdQ6e2pugltvOISUNABNQ+CVdXXqnrnJbm+bRZGEHgDjgbNiE2Yo2Ame3nA0Web8lxV+RGVzcpYaoAEESwAFAVFRv6QZTKwG7EfklMH2b2JHAba99zecLaNf0vNKDvaAHVWB+6A3uNw73OFZeaCrkqeRmANuAoYxYVccQRranjUndpAHShoQD0OjS8g2oOctVVIDRDTwKqOW2GXjwcXHMZ9C2BtSuIp5VWttsoo2i67kOe9BIZmEboGbn69vSpZxr+mbglldIpCWnqUFhQYonaxaJ58BdoDVleBncEwaKI/bGoMd7JiS7mpRlcJuL2zfArrmPHRO0mDL2nOYudjbYk4LaCwwgbwaw8WT0N4lXUdWdNym2kDpZRtKc18GxUdtyGlEgirYv3XBpy4Jl166uve53t6vDIA1HqcPVw/XWwE9PUfrudccPAH2nQgHt5pEZ3NIGA9qPBV0fgCawZ3HGbCdA81ZJIpUtp8X1knbyhRFrqczMqjvS7nbQA+/TSgK19Sypop36qQPGNQA7L8NYNnug2a1q9/g9MLuDon39D7rcDGDzMmIdI3XMJg0ZhXRqGUO3LtNJ2bkV6MDCM79oZTNYbbED18Zie2KjuQOiUZ0+fZy0tvmShdJDm6KfiANbpAekzma4MY6lP4qybIjZmWcixoD9Q63Zdm8GNCIvKRNifimDqKZdU3I7m6I0pxss1xupoMdIWXO7k8rWHOtqxgotaCgG6urGvS4KxAMB1afCtWEbHnC5VKkSkfeJyKdF5Lfo2A+LyDO0N/m30rkfzPuSf1xEvuXoltgN0rA0KZ9q55AeCIbsYryLgmdlQ5Y2Uo27gvpPM4mPiOTeTEd9GrVP6Z0DGjS/IERbYCEASttq591JItLHMzPXh5QR9Zr4sI0NQPeMrNkZQgesb/Cd2UpkW5bFi9ni8qmu869ZpQAAIABJREFU8fSbYh4jns35cJFko9OajtnaHXRe9NJ2rsPfJ4C7ZwZsydR6egj45VQnl8H9PPw8IHIMY/txAP8zgJ90x9+jqv8jHxCRr0bapuQvA/hyAP9CRF6jqpf7b4x2E8Mq27wQA7BzHhS6SG7Hqji/ZzuHVAde6D1S90bS7KslQFiklsXtHDzpeUF0N0kGi6V9G30/mJH+f+19f6y1WVXes86dH1DQODhIUImMZkhLa4M4pSQYa23QgT9AoyHQVJhGHU2ZWOuPCJqooZ0ETdVoMqEddVSUMhhU/FQMotVSjeB82BFkCDACTaEjCCJSaOG756z+sffa77PWXvt9z73fuXPP93lWcu49Z7/7x9r73fvZa6299t4mQZkaHlVwlqpi/rw6qNAu35Y+k0aCVNPC7Z3zwZrJIDdgs3sjyvlraCumazqwQDb1Biudfk+LNvwutf23BYLocycbtMtkLj2yHJ9+/MhyhLpJa5mtLAWqGrayU4gpLAOrqU3zeZbPO71cEiRS5BVOi8Cmqm8SkSdumd9zAdyrqp9GOUDuQZQd+X+8lDBuNWEgKozUviD9AHQe6Wklajz7HgduAmTZ8UBOtWL1gvmg+K0OGW8hPBq9G69RSuJyFBDt+V088VYsbf0dVXCLtg513aB6VBhSlK9dGaPfEdQb4CQsJi4zugL02lLe6lJZUCh2R5RLfo6MzXLKhwGTrY7yYsvoXLfGGyZQW18rWF8vOH6EtOOIZtMmfQwgqcuizPTZ4bNB3pdFZykJnhNdjovfHSLytqqq3lDDsvPO07PJReR2EbkoIhfXn/xkCaMBZI2dShBBLM+MqG1WjNOdwEl+U4KQdqa8duYZhaeDW5H7GknO81itpvCBWtOBqlbpz1TPDfEZJUGS3uJvVy8C1rS+mZNxqIe7rETpd0aB17JJvR7O2Tz9pW5pgr/k+UicW45beNgCGCze+togqbW7C3xbtM+G2pg+UaOYBa74jimcy9j5qug2nyuETgtsrwDwJQCeAuAhAD920gxU9W5VvUVVbzl61KPyWZ6BpA6c2GmiPWlOvLfnrWOY6kT5c57dnj7iJVNB0s44ejbgzeVptpYFL/70d2O458FuiGrBmXTBbT0qh9vc2mRhwKaO2PZO6DMC+Ka2XgNs7KTh64pEtbm2AFEEN11J+wAEboNP2QMq1Z4m5fThalNrxxvNvcsIdtkEPACuUbux3a2F75KuMmA71aqoqn7IvovITwP4zfpzm/POkwzD79gBmJLZPbNHdSAROxGnIaCK3vlsyO7yruF8TFA38LP0QC8JKf2PNNeZK+92lNJWagr5nTVeRoPK4hsfGY8M9AhxuQ1AoCA+jWzQ2Z5aPsm7LOeyoaim1S9sc2yX0QuOaqIN7BarmpRcQHgbU+OhAeF0ZPv6WpkAjVkju2PXhpHn2DwKB5BNCzDiXS0zau2u6KCKAhCRx9PPrwdgK6YXADxfRK4XkZtQLmj4k60znmlcPrqmexZeMt8s3gGhDcK4Osg8hBlq5E0uJOF16Rsz6AZ3993i8X8kv+PMyXWOfn7ZLBslK5JSTzw7UzynWkbb2FJeSoMciZo1k7apl3XFdH2dtBu4TIVsxzyxKWI1bc2KoGZh0a7GI6VbdTb+g6ou4V24vahRUkQtI4zI6E4CIJ3cL5v+rklsIvJqlIsXbhSRDwD4IQBfJSJPQanq+wF8GwDUs81/GcADKJegvXirFVGjrPHCwHb7NqnD5MdFh7xpxk8dflH3KAbDdiwrgihvzk+N3kfJM4vCK4EmyRzHSH06Z3gfAXAAjZaO2rHlQc/ScsOzodppeVs8ktTS/bBAuvAxsiGpYFrFq3Wz97W5vnyKa0tdYPgMoJ+qh1kqirSmEwMmvbWFgusEx9dLvUyn+qqtkAMMt4f6/60uIbxbEOM6ztkaLQ/eVrirTfBxQrpMEpFbAfwkymH4P6OqL0/iPA/AD5fS8Weq+i8rprwCwGejHA51p6q+psb/eQD/DNNVfLep6v0jHrZZFX1BEjy8SEFV7wRw51K+WxEPpjDg4rYk3u84N8DdRnYuisoR+Bl++OINiGi2d88siwTsmHcGptntWjO2sM72YjaZmD4Brlau+nZk3kfb2WZVdSqXBz4f+ePUuBng4JVct5iTtEm7z7Peci/HpazVcbnspfBS1FPbSmWn5x4/QnD8iMkBF1XlTVXKRG1Wa5MN8msULaqlYz+2Wh8VOOByi2qUfqcC1I4yE5EjAHcBeCbK4uF9InKBLmWBiNwM4KUAnqGqHxORz6uPPgXghar6HhH5fABvFZE31PtGgXLpy2uxBe3PzoNkULE0ltp2BgPd0rrsZySqTlW0ZwxqPIhsYA7sRY4fLyCk/I7A2IEH1SFKnw2MOS6Xn4FeaJ9Ruw2fJxJVPLvf8Rx+W9u5x0EC6iaXwTu159HWaodYHj9ScPSZcv/o6lJx/Tja0HuRstBQVj8rqPHIyKSjANRdm67QA5EEsEv6oqxBl/7koNbyHFxReBraoY3taQAerJevQETuRXEDe4DifCuAu1T1YwCgqh+u/99tEVT1f4vIhwE8FsDf4IS0yxOdLouiGjkHFNF20b1cHsD2P7NVdZn7cppkGAGPBp1EHkLeKnk485naqFgVtlk8KcekFgcY8B01W6hIO3KQMtnptX2C1OSALqinS3sZYx4x7046o3rPSoiukOKicfzIAlrr66XuXpDqHiJYX1skNVthtSOImgoaztJzvCHh1+y3Vid2c6Fnjk1b8eU+l7jqbGt/PDHplp9ikrpIn9tDTtu4fD0JwJNE5I9E5M1VdXUkIk8DcB2Av6DgO6uL2U/Y/aMj2h+JDegkkWacX9D/WSx3ag1LL2FA837EIeAQTzpI38qfed5VU3znnN35MLIbSpJuhjKpz6ncFM+1SSYlWnrOcw4wKf6wvBA3472vVB8XgL+fQAC0y1bKosHqmiK9tf5hx3tXVxHXtvHoKgOcsGo5J1kBcH5vAKBkQjDwHL3r9AToE7z7RRpN9Dl9RFVvucwSr0FZWPwqFM+JN4nIl5rKWRcnfxHAi1TVWuKlAP4SBezuRrln9GVzBewHBTByA4U6v/Oqp1kxfdE13K2acgdFGDR1lmZfq0yVaj5esUw2Fmd+bhl/kf8tOpkB+Yr4S01AnBcN1s6eiEmyaNVYtSi+7UZqLANmHHxRZY+qe7KVqvFOIJLtNOkmkA1yIBTQOW+CS48m3gngXEPySmhcAqt8NZ5Ysqf6RiCK78CZX9j0waxTfTtzzQ5IMGiz09E2Ll8fAPAWVb0E4H0i8m4UoLtPRD4bwG8B+AFVfbMlUNWH6tdPi8jPAfieOSb2RhWdNRzHqFENwLgzJ6J0F7/7noELq7NmS2IVUtGpYq0qA0mH6+JcMBZodtdCzatzRVE/QFr5IyCgdh2piCOHU5NCJCszqNjMW6dqMW18uU3S4fZYkuyTxRnnrIsJoKIEFvkTRbvDlFVI7gNbnXAbJxtTgaOUFiXdBZvoSSmt3zbvpaf7ANwsIjeJyHUoe8cvhDivQ5HWICI3oqim763xfw3AK+MigbmYiYgA+DpMLmYp7Z/Edtq0lHzJMzyqkE0tjdkm0mErzyQQnYIcExR3BBwuXD3/WZrMfubqlIGx8S7UxF1F6z9bGVUfnvHY8g38zNr4GAwJlBoAjAzr8OFCcRf3xdZyO57j+yTARQaUJDE1J242R0Qpi8wobjEsSHD2Pd4o7xaVoiQY6rIT2hFAquqxiNwB4A0oyyD3VDewlwG4qKoX6rOvEZEHUNw6vldVPyoi/wrAVwL4XBG5rWZpbh2vEpHHorTC/QC+fY6PvQC2NhPT7yyOo0waCJ2thbVMvJRQg8ZlJFks8acxTEOHzXie45/C53gsD31+GXBmyaP0FVcbO6KJoZEBRuKh3wBi1ZfV8khALdqj2rV3gklFNR5HfnXMdgCOlGiia3yRqj28hYrAm6Xlrr8F21nc+cD58fWDnMdJbKtb046ADQBU9fUAXh/CfpC+K4Dvqh+O80sAfmmQ51efhIe9ADYAnTSQPQfQOrKzO1gHGkhY0WDelRvSR4kpBZoYFAer9t/TDhk6/lByjeEJMEd7TsZn4yeqNnVicQsCg4Fr8d1lMib1bijraOioYNSBe7Sh9WynYNjKMjU187mDD+ukoKTA4QS3YB9zwLme2rADLCVJlSTWoUkgmbB2fUPVDm1se0H7A2wzg7FFscE3I4JngyOdOWkAO1Cs4Dc00hJ4ZCuj0WE222PYMz0uw/E7WBWVwSB1KuJqED8DcKH6VBDqOn5w1o22ziZVxTDQoDcKK4bxfQkC71Rmk+a2GJgpGITJkHdhcP6dnXQGREdlsz1zqO6P+Muk5yVh4CR0ALbdU+dAWimTlFbWoeLsqa2/g205TZw/mtJFaSwasbFGt8zfyjIbC3xHhZVNq3iL4MCUOIGyBGV1AUo8J3RlHd6AMLPvhDgReECDO5bbuVJkqn8EUGY2WWmOjqztP6WPbde2shnIjdxi6u+4cNDee3y/YZIIJkFPOuXd6pnxELSMCKBDUOFxsWQeuEzaqb1uD2gvgI3VCAC9SsWP4qAJQMJqXyc92EAgm08zRkcim1EXpj3ouDz5mQ3UuEK2Qgeylg/bcVIg3hS+WjOtp/wiYCnVO/O3SsE21n01hXfSF0uFDAQzUtTIzjaa4Fq8IEUPt6oN8mT3HfZjtP9Rck9V+9hZRpNkiCMUN1vxbEDNixMt43E9d4VxB1X0rCiblThsQdpxHTlROZzaYhRsRBy3Gf0zVQQY2kWUgNat4MW8Nuj2EnaXQcOnyaQWl5+VlfDlKLTDUFVecp+IEuAontm2OC6DRpC6ui1scxRUu7gI4soZ8N65rUSA43BsqX7K4J3N+KHNunDEyb+WsRNVdGYSulJpf4ANmDrPQiOz1JHOkgYayQJCkzRspcsGVVAbWzn8nexaBlTR9iMgcDMegprZBiHxlqqVG5+vPbcyRtJWJuF10mrIj9tpG9BL1cysDlYGHd0NJAN8aWBR34jG/w48kvLds9AXYtpORd1QmOST2igvx7sEUKRyeFHDLXwdhTDWAHaplh6A7WypW82kjpiqfjF8Fb5vu6zP+WQdRkLnHQGL5RMN5BmZhDIIB4iPbPAGaSSGOSdZlk6PKthx2WHA84QxBAqTbEzNm5FCmn3SVkDNmD54P9H2Gf+7BRqrJ9tGM75BgAA0d5HOXjs4sLMzQVA7zIEp/07BK4IdhwUgF1VoPSNrmztTtyHBuC9fqbR3wMbEkk084yuCRvQ+P5HUMSLqjKxKmQTUwMGkvwiINGAs7nBmH0kgwUYEwBueB3mkqiFJul1YVnbyu4UnQLa4Wp3VIctf0EtNpGp2UmzCw9wWJRefTtPwDHt+Wh2y54mm0e31ZPMKCihNADWuh1sUUa313j0K7Qok94X2A9gUHRDF1cDOGJ9JK/ScyQ0A7QOdP9bA7uWW94NKN9qw7KQeA7+El2hTGvkodbad0BadFLAOg4r5YBUySkYsnbI0FgZ2XBDJ7Fwuf+bZpCKBk0ggQSqCT8uqpLu2T+AWFTqftVBXNtDL8RRuJ3s4M4RJgskkk5FtiWoSVzg7EEADNW6TGCc+U5EzAbWDje0sKa5uWpgR2SmGLyFIWIvhoA4a48RBH+hEy+MMuhFEZvKOQDY6JHORvwigNGAZAJ0XfKI6jYzmmWrmKJmE5ra9De13M++ibWCPUlMoI5UUGfgTnlzbWB/kPDKbnJvgtK8LJnAT1em35ulUxMWz77uigyp6lkQuE53rAJB2jhaOBZUj6eQjmw134jjgMxpt1eGTQroyOwZneGapj/NZsuFRGnZ1yDZqu3jJpJAZsIdlsuTGg57z4gSJpDgcaCzBrGZ4akAVwMEAupM2tQOWmN/wshztwSnti+rbN0pfHVjxhEJxW512SQdgOztqndm2mmTqZeg0mtlHMAY517Fpls62ZA2N4TqOG9UhDisPqNxNr7bEeGawTqWRBdV1trNy/lHFDG3HEtYIqF17sXQN3w7OWTZZeOje+ZwkRKCWOskyAGgBB4XUUzgmdGXJSY7rb9YUM6DPyABOACVfDJOwot2s6xeDMpYm1l3QQWI7I4odesX2E4szmAXTZ0szb1J+TOIkm5myu+cjCRCJpDADIrM0klxHixOcbkka0j5eZj9zdtHkPc3tuY2qbfTGn1N9h7wHtVVRbFJ8ckamwkUJSFB+N8CbO35om3dl/GwDTgNV2GXFwLgrQDoA2xnRACRGxnKV5HmN0wahvfgt7FqtPB6sGX/BsJzG5bw0qD5b2Ja6hRIufiDJZHx0YJSAUqcuZhnN8Dpq2whK29o3Le1s2TGdqYGYJK8mMZ2wXq4cAkE29rPLBT83ddEkNIW4uLoKtrEg7foV0CBJZ/ydxM47RyPV+Qqm/QC22LBhlp97waMX4lQn+yTL9gwUbcWt/nfqHg/gKAFxPoM6ZOEI4JCCdZZ/lE6ysljlTeJlrgud+hxXTwEP6uG9LE5IDEgRdHjFMdj9OI/VsaarvSWL6UdzjbAV9aAOz6qXCWibFJctjESgk01RO42fxtdKu3o537nAiyjxWu2PbLrYlfoo2F1e+0L7AWwgVYFemBt8g9VxFxgGIKt0bcAeDcDSiUVjPqOkMlLNHGsjcIrf59TLKBGFcrvV0xl1s5OcrD0Su2G0h9mzVs6gjFYf5r97RwQI/CxbdQSBVQAqV7StGA6kkNECTFenCNrBNOIM/+qlu6l+4T0lZoelPted5beh77sEox2vsp437Q2wxVnUeb+Hjj4yeMdOyRIIgF41pfRDilLPluFMmTSXunTMDAIG/rjaGi8/dja96L7C/GSSXwiL7hGLYIFpkCsm0GoDn8tGL+2kfCVkfSAuWvQrjT6+qxPxMTyeCkE6SqS9zCUn8snPW36jiQ4YTnKZ9L0LOkhsZ0ACOBUE6KWb1CM+SgALksRo9W22Y1oaljyiBLXUKSLvYWU1rtJm6Ri87Hvm7hBBLYY59Sq0h6ne2+4ocEb1dNGiAlwmlWX5sfd7k9rFfRdoChQZ2HAf0VCvJZsStxe/HwGmE1gGUmGcLASJhhDjx/fH/UOmaFw/B3SXQ7uW/vaAzngReXuyPY2zInYGJjzjslQh08t3Ly6R9KJ6ZpLe6JKOjA+WDvl/9mkSjPbpWlmAU2863yVFB4ZZnrFO1haNj83gGaWbwrWAj31X+mx6/hxf9j0BcE6/OkZwxdFWbgPK1fQxAON3ltkouQ1W6yCFNT7oQxMGT5jZ0Urb+Cqyw7OblBMzA9t2ma/47kZlnYZGfbXru9vkJXKriLxLRB4UkZcM4jxPRB4QkXeIyH+h8BeJyHvq50UU/uUi8vaa50/VS12GtBcSW6M4MARI1aYZ6cSeT7cNTZnGbSzlZdXnG5nymel0GUWpKfKTuS3oSvrnEazNn0rRrbRlebHqNzEy/S7pxmofO6m6gR3KyxxJS1F1NZKlwUSijs9Wxz67zNhv361OIxeMpqKy8DcaAgsSD/cvd/KLoKmkukK3vW7of8ltnZkLqL7ORSVKpK0wzFfgBLQtaC3mI3IE4C4Az0S5Zu8+Ebmgqg9QnJtR7gl9hqp+TEQ+r4Y/BsAPAbgFpfXeWtN+DMArUG6QfwvKfQq3AvjtER/7BWwILzEMMFaT2iBx6istsdc33oFZGEQtb+t0PCDYTcPAcg7sgp1rKwAmx80WbDxns3lm5FUCJYtj7UU933nWE3DHDdAt/UDKZd5c3dZoK3/Z1qUMGABgc0Tvk4CpWyBZ92Fd3ph8II2PuFKcLSA4EGbAC8b6xifXEUAHMPTuY1ktyXrw3dqAjkeSDboFnp2pkArscPHgaQAeVNX3AoCI3AvguQAeoDjfCuCuClhQ1Q/X8K8F8EZV/eua9o0AbhWRPwDw2XbPqIi8EuUKviGw7Y0q6joN/4+zXpi9WR1qgzSRMoxaXGDqJCNDbTaLsYpEeTn3gkzdiqK8wgMIf0JZ7Wcifcd9g0t7CLmt5spKaRA/U8NdmfbOwsCMbRL9+HhbG7vvxFXgKQNij1fZ6f7PLh3b3hh4A08xLu+i6PrpAjVJL668mlSnfVtEEh0/Ow05NXzmA+BGEblIn9tDVl8A4H/R7w/UMKYnAXiSiPyRiLxZRG5dSPsF9ftcno72S2IjySOqZrzSlql+ALyEowA7TAIEJMCkNsUsWHUFOVi2gcUi3ZSXSxsGB5czBzwm/bQ2yDZBR8CEATqatOTywpRHaveKbRb5C4sN21CnhvdsVx68BJYelV7LlaQO9rzjNfDg3E2SuC6NorgEWftt4E/2iIsrJJmlCxmugAF/mADNtTf9To9N3yGwnSCvj6jqLZdZ2jUoN79/FcpN8W8SkS+9zDy7As6fWucdD6oYf5TPiFJQWAC6CGIdcI1UNI4DOHAswFzUz3YihSVxPkvqj/5e9ZWLgyhbMMjyXlWVLvq7ZSpz5r7Q8hwAUYlY/62nMl1ZlJ+pmNGeuop2tAAiURWOdfV2Qs+3q9Og3XiBhfPlZ64yg/yY9/g8bb8w2QztaLuyr2V8nJ4+COAJ9PsLaxjTBwC8RVUvAXifiLwbBeg+iHpDPKX9gxr+hQt5OtorVdSoA6E2a0lQE0il0tAhQWk4qyjtxfwSnlL1LZMWuUMOZthZVXGho7bVvGSgdY6cCM8IiEc7HFi9asG8KkZtjRFQcL2zNsL0PB5E4JlO0lN9ovrrVnl5FZtBLUo72Qcz/zEjaSGUOVBPRdEBJkATTTCPtLgDEN0J8crzwmcLug/AzSJyk4hcB+D5AC6EOK9DBTARuRFFNX0vphvibxCRGwB8DYA3qOpDAP5WRJ5eV0NfCODX55jYD4mt0tI5U93+O52kjxYn2rFMFYvP6nMLj8bjobRI8TN+WZroE2LiP/ONY755dY14Z/UtU39Sf7/R4sUWNDeTd3agWPZAYiwPiad1aP9B2ljfVNLK6r/AP7AsxSmFsVGfV0vTI9VDHKs7b6XiuncrunHCqvl1CwmXSzuS2FT1WETuQAGpIwD3qOo7RORlAC6q6gVMAPYAylk+36uqHwUAEfn3KOAIAC+zhQQA/wbAzwN4JMqiwXDhANgC2ETkCQBeCeBxKNW/W1V/si7NvgbAEwG8H8Dz6tKtAPhJAM8G8CkAt6nqny6Wk63MATD7UrG7eWM9u2bEDhXdARa3tsSOzB7iGW2A2Bta/CBRNQDMpC0Nq3hUh+FVbgngrWj1tjzI2eZ6qeRlt7wjYLmV1DzfyCunG51UHNMOHYTtvQ5WIEdh7gKeAMaLW+KmbthAxUm+BFwZULKPXbZSbPVrpomE+gWzmcnzlLTLhQhVfT2KSwaH/SB9VwDfVT8x7T0A7knCLwL4R9vysI0qegzgu1X1yQCeDuDFIvJkAC8B8HuqejOA36u/AeBZKPryzQBuR/E/mSd6+UZOveCVTHjphVfN2OdoWBR72uv2L3R03n2nqnHe7Zk6KUx0Uiuj7Ylp5M4wfEaSX/ec+E3TJVKi1dWt/DHYRTUM4VnIx9Vtk3/nVccsnUsTpKBsNXPpjomuDyRtwuGxLSy925fMeWcrsVzcCk5yjWWv1uwETX1/M5/viUgBbHS7zxVCi8Cmqg+ZxKWqnwDwTpSl1ucC+IUa7RdQ/EpQw1+phd4M4HNE5PFL5bQOFjuogRvZlzIAS/f6Uee2zrZaIx+86jvkigz3cTuOxYnfW1zxs3gEvli3xi+SOBn4in/GRyKxRBEBjYE1SrB+IpkH/G7FEUn7j1S7CKQRONYJL9RODMbOFSHhPQMtobKHEs8WxvoUOJN+W+JqGofD3E6K9q7GL2FnoGakW36uEDqRjU1Engjgy1C8fx9XjXoA8Jcoqiow9kV5iMJQ/V9uB4BrH33D9CBIHbbRmTuSk9jgwa6j0NFHHat9DZIPkAAp2bgWJb6szESCGvJf40dVxgE8q3Jmr2G+ktXLzI7jJo4ooVK7O9sg1S/bu+ric/mjdzYAlc52FctAeL/EYxfONHg/Ux/Ttiuls2dy/JDOZZft/gmLLCcBKpbadkW7VEX3gbYGNhF5NIBfAfCdqvq3vFVLVVXkZE2jqncDuBsA/t5jn+DTRjCysA16GdMkIztWZjQwolF/ZL9ioAmrh9yxmwo5klgAZ2TmMlyRtJnayowDl1fReFfDsGNzOuI745PtlMM8lozUWwxM2fTAlNoRs15kwLogRXbuK7QtaRZcdXqUAa7zrVzidUDZbpro3jPMW/I4KWCekv5OXr8nIteigNqrVPVXa/CHROTxqvpQVTVtW8Q2fizjsuKMPzBWZwDUnmmeLpUSBtIZp4npOntSkCLn9ib6zInHAG6ZNKJAvyhy1Ocx4q3jPfA0W8eMmM8kTlw17Jqlhm2uGZfHl/qkAIwA+JzNwCcvBXmW0hJeyqkiLNoHXgNgMU+jFem0zlG1dW0xeQTs9JaqK0zN3IYWbWx1lfNnAbxTVX+cHl0A8KL6/UWY/EouAHihFHo6gI+TyrpIEjqYHJNUoRPQtO/rGqd+Vpfq93XegZv9Yj3l3b7bdqhIVG5TPxXOX0qIn9XxdEpFq0PgyfLtyomOrFYHlliqHa0bMIktcARcWfnMf2ZXcXa6YPeKdkQ2E/C76gaR1raKBvnMLjkjoGQSowMaVazW5dPVZzMZ6V169WjcVuQT+9xoAnV2Mz4NJXwaP+upPTp/vI3W59p+7wKQBPO8RT6vBNpGYnsGgG8C8HYRub+GfT+AlwP4ZRH5ZgD/E8Dz6rPXo7h6PIji7vGvT83dQGrpOniyIsXxuNM5MFiwt9lvW4bP1NlMxVii6LIQbVNzdjdugyhJpjYua5vMDhbzHqmlLQLSgcSg6y4XVs+j2atGAJtJ2s0FIko0qYTYq2qp9GWAxe2S3GnQJCPp1T6WyLITZJbMBLEtXR8dmDecbXnOrnwa2qG9bh8Y90g0AAAd1UlEQVRoEdhU9Q8x7ur/IomvAF58mXw5KQQIM7eVFTp5GodsUi7fEUVgYQAxiary1TmLzoECUwRiTsfP0hvEF/hWAvcREK3gJdNMrXKDfvovFE+Yn1iW8cDAm4BDBKPNUQ5GFp+BOTt9l9W0bF9vyyv61NX3uTqmtNLnx+Wt1iQxtYUK7dszAcaliTBTm33dUfwix1mciK4kaWwb2p+dB8ls7cIjzczc/DxTG9KyKV20vTRVSv1s2oBkHeIHaSDm6TpniO/4tbKYvUQi5bJH/mtZE7i84IGDJdO5weMkNUxSWSs32JlaOgvbkL0ovPuYl+2f7QBy29NNqH85W6hMZTkgsdulBjdUqUhVYdFcgiL4TosTEwj6Og543Xgw4zR8zNNOyPrhVUT7A2yAkzqAMPAYKEbSTiIxcD4xChOXFYHV1L9u90IAklQ1YMAaxGEHzygVdXmh5ld5iiuvssZQfesGVDJpsH2z22Y24gcToKiIlyxifpb0RK4eOgQXx0uWPvIdpVAH4Dq9z01NHCcp9ODZVPG4OFAnvQh6KSUS8qzJYKe09T7QK4b2AtgEGKpdzsnS+pn45zwTpo60tdPE7TNRrZu95i+898ZSpioHlS6VrmK8QbglTa/LC2lGq266ojxi/2XNKag/mfSRGumDxMT3e7Zi3PV0fR4Wp+MhnHdXfoTwkMd0Nl/Pt9vZwKDNE0t8lwOVnvNLT9G1SY2keoVv51ZenGBif0ueL907eiI6qKJnQCSBbdu8I3taeVj/zdkwQgeOG5c5PHsWwYYPQpwCp3Ru28yA/5YmgljNN7oO8HltLgvNfa5slW3W7SGQlWNqV8cuG9nr4y5eVcXc3ZnBfsXlAeO6tfxG75bu7oyqduFtUuUcwCRtwPtoN7yPMzGZRNC3HSDR5cXyHPW3zI/RS4t5tS+L5trzCqX9ADai7EVvi3ZLon6boKUvx6l/A8nOqYkGYgGERlJC3ILTuW9w+cxXMJRHSaYDtcSRtFvB28jw+VTv3F9qyYfKgGNkHuhWOwNFe1ucrHxc48nXZeJ1Covby2LcdFWS3lHXtwSdyj0CHaH+wq98tLjTUZwwKY+d0UFiOxtKve2JnFuFxRN0s6aLEzsOSVAdZR3YZmaLIgHciI9xvdS5OHRRBzYuTj+5ECh0JT4sqGhp+cC0LWgEVhtf1ijeHGWAMZpo+H6EaeW7F7FScBsBSFhJXzodZc7e6SRs6wNBwnWLQMYX97kEuLKtYVGtNBXV5Q0PtFuD4rZ0deHa/gAbk1OzgAJg62mwNQN1uMglrsZlefLgZC//kZQDoBnks1nf8mHXhSg1xf2GWRlAosIBTY1zedF3u2szdsyy7StP50AxeZ5R6joh/j2l+1EHUnQ0rFt+GRBs7bNl6W3SG00+ZDbIACQtkya4uH3P2YKzZmqTpmJzlE8O3Qp1B3YKrMR93yW4yebq0kX3B9iyFxReXDb42JnShWf2KMqDL/EdGd0jfxGIojTE+WZe7AZ4US1MQWUkCTYhR7u42xros/IsfHbFMZGmp7p4nt02Kmq3OQfhSDGPmH7WeB6lp/CsrSqPpD/4ibPlSRGi/exENIjffOME0CMJ6nCR2NVAbVdUgfxqov0BtkxycmL48um6TNEDPBq4BZMU1YGd5TmwwYwocxbl/Nt/ljTrMrtsilTo6slVoraZ2zztJLVERdUV2layST0mSTPbOhNAjdWhkW3JDcgqnZkBXlclu1V0Eo7AyQC0UJ6rb/g9WpTaxunbJ6Bn6oMg80AJALqSFGybxBdcLlbrScIzMItb1nZBxc1lhxnuAe0NsJWLS5IBTZKIvWRzWMw8wi1sdaydsbcrMzqGss0nAQUA072kQUICepW0lRHq09URU1imVq6Og8pG6Q0Qray2txZoG+ShdVCB2w5eFYxqZZROg3G97ReN7arMj+d1dQyw20301xq5MERw69x8CGhH7evNCBXIV31hTmIKz12WVE503ObIBli6klqupEDWytKZ9CS57ZyuMmDb5W6z3VAGAujVyjYIBwDR4tLs3y0kLKTneHwvJa9MsoQTN1I7lwUedDP1a4/Yl2yQzqmAge/mOV/L7VVxynewgDF0EM0kIxqIdjpwd36dtaUBq/YSSPw/dwIup0/9/Ah0uL6sznUfArP+uPoA1gn/HaC205N1mlwY1OqkM92HG9JXoJW1ujSz/fc0pLrdZwsSkVtF5F0i8qCIvCR5fpuI/JWI3F8/31LD/zmF3S8i/09Evq4++3kReR89e8ocD/sjsY3sTECvNhpYZHlkbZ+oOZnTZrwYJsYrZWAy2nK+iaRl5TnXBu15yPzvzIDtDNyZo6z6PFKXl9Beox0S0VaWuUs4gzUDVxj0rhkNhMgArpS+bK1KQCJ8b78zAND+3RmYrNbqgCzy0uqVUJTuLH2Uupx0F+uR8OVsx2t18buFA8IzBtvO3ei0VPvaLkhEjgDcBeCZKIfM3iciF1T1gRD1Nap6h2ND9fcBPKXm8xiUgzR+h6J8r6q+dhs+9gPYBrMdQAOVVKXM7wqrOJqS/DF1GnaUlE3emezZrMG6qVXVPpXxFkAVmOIIdarRKhzzBMADXgLEk71y4me4GLFAnQ8Yv6Pwvkq7ln0Hw9U/G5irYpRq7yJ799kklYBay3clnZ2rgUZcVaT/nUpKkluTpNb1hdRwA8uYvlMXM3AbAJg7u44nzpi2hu/pqujTADyoqu8FABG5F+W6gAhsS/SNAH5bVT91Gib2RxUdvCB35A132CBFycbn4bbOJGmcKoZi2LZNx/Z8lM+Q5yBZcbnR5ymGtTokZURXglSymQHSzql3FJ8GVbaXMlN9MnUyfm/FVBWw/Q52qowMIMz2ZVLS6L7LpYWFTJ2TjbbN7MZny5dBBvDhASAdz0lbtT4XJtDoqxZ5ZrXXmR4y88apSLFDVXR0NUCkbxCRt4nIa+tNeJGeD+DVIezOmuYnROT6OSb2BticPSx7lhwAySAUAcwksrl8eUeApYmXvViYhdunXV5sDpyDl85pnJd6tP1pwquWAb26pO04HZcGcB3e6sD/TeJa8QGYHLae4sZ2Ea3xdUoTB+LUTvP1BxgsxYHJaq2Q9XQQZCyDwW3OcN6BXZB2zF7VqYrW/jX/8n+K16T6Dbq257JXxzrZxOJnUxa0HECvp/i+IhPfDrgDwMXJ/NSkOAmw3SgiF+lz+ylK/A0AT1TVfwzgjZguhQIA1BO5vxTl/lGjlwL4+wD+CYDHAPi+uQL2QxVFmIng1bm4aubdHeoXUs8yW0WU8CxN56BZB0NnDM5UCfsdbV/ZrMuza6JCMO/pxnrKj20uMY+mwqpPwwwPpZqZsoAgmcz5Utmg7TW8xfJcfLZFSRInZhjj0v/OlMASOwMdTxiY0gwPUFhoS36XYlhby5lWSkPfJUB20iPna64ju9JFt9dEP6Kqt8w8X7wawC5HrvQzAH405PE8AL+mqpcojZ3C/WkR+TkA3zPH5N5IbEZNMqD/7jlJNjxjSdI5sxMRZtNwh5obhcmz4dahTMIJkk9Tr6huALrOHMtON5uHCcIkohVLIcknDuoojTj1SnPeuqOqXXwKixTfR63XNHhn0vEn5Jc9i1Kay45V42jgp3eW9qvwnjPj/+xEMaJq77PPyM/zcmmHR4PfB+BmEblJRK5DUSkvuLL8dZzPQbnSk+kFCGqopalXFXwdgD+fY2JvJLZGLFVYhzGP6/gc0yzYviedrlF4nm5Ir+DWfrN0NZIeaAGizcYDaYKNy+ybxKtuHQUJsDN6JwNqzsjfsiUpIRuIXE4bhNYemgNrzMN40qwdrQx61ngKdjNTB5do1m5H7zaT1njV1Orc3pH49FZWN/Fi8A7t+Vpde3YLD6Eftmd1Iah8LxEyP7xT04782FT1WETuQFEjjwDco6rvEJGXAbioqhcAfIeIPAflMva/BnCbpa9XfD4BwH8LWb9KRB6L0ir3A/j2OT72AtjS10OdB2EpPRqreSAKsN2WEx10wrlOaTxZvFD+sChTQxNJJwNitkUB8yDo7FeJdDOU+mrwdLy1Z2QpnStnGxU3pk14jXsuU5NDUm4LG4F6MslkE5ckcZv/WQbK8ICzuUZaPm6C4To6P7mSIU9QqdNu++2BdGeOuqrAemerolDV16PcfcJhP0jfX4piM8vSvh/JYoOqfvVJeNgLYItqIJPwyw7bSkYkGztyp8+rFUkd76T77rKOG1dTnUpL0idTt0LWrZzqJCWETszuFOzqwOkBL3lMgT0vslZo29mh7n1kzqPZ6t3INshSdQnw36MT8qz9Kki8nE+6ojjKh545MBm4qWR20cwmaOozA9oIgKZjv7WBYles2eDSxbPQgS6HrrKdB/sBbEDaceIA7cJGkoLCryIm+bc98NQRo18Qq8G9FOSlqZjG8o48MtCwKsfe5ynNtA0UzVifqSfOSD3IHsDkqxUjMqipfxwnmqGjK01eigIgbLdjaclJoVRmlyftswWqxJRIXNN3L/UU957JBaX0mQmcMv82R+olKB+u3bPsePDJsdrz6cJi/ZsKrMnDU9IB2M6AliQ1Cwt2iWgLsmephFHjj47QWSqbyfli0R5MAM3w3aSsTC3WvtN25Q2AZVrlnQdu92gOMC1OHEMSnmXSivTPJMYJfOhKSpzobU/SDtADZspzWJDopDiU92P7hmd9El2eif0qTFhT/pM0NYFNz1sDI+3BratPSJe9262OcdqWFMBZ7D89R9oPYEuI1aFoJHeSBZOiA7VUxbG8ZMor3cdHvGQq3dBznfK3PGOaaLR25TEODexILozz23jjtD1z5Qzsg85mF+szo4p1dqGgas6BKhvrXXHbCiOubUtA3CpnzzJn7dJeJrmV8AJU/buegGd67xGMhquWDFQJTaAX+toA+HdLCujubGz7QPsBbNSJG7DEAUsz/KJNzGuO/QrdSpxkBaAtPHCZnF8mDbTHo9lOExAOkmRbxCBeHM/8PwEm5jEr30VhsF8AnNl8DNCPJH2WuWl0k4UmaQLNThxdZNT2pt9chbkj49fUv9r7kgZ6hReuCyXeguZseFGyG23Cz1bAd0aKnS4e7APtB7AhAJZDJTiXgDmnUP4fAdC5M5DUNBrsLtykuxlwczzEfLYAYyelLczuLf7INkgTg1tljWBTgbeTBAYCcUeJdNvKz6JHwAvvpEkoBlKdlOWBrtnLBuA6OijApUV4rzLII9S7xOnLnn131N6yhu8n7DozlOrohJCw0HTZdLCxnR2tWIrK2nmgDnX2J8V4YSEmP6FoH1W8zAdriutZ79JhQcUIUloDsi35lwFf/KwZyufyGajiLT2mdslUPjaQZ6dgdNRUsild5Ifzbu3M72IzrfJObb1cx1ivVD3s+EykzbBJ3k2mEfhHYBj6Cf/XI8Fu7WwHYDt70uT7wLbkVJqB6uW+Z6qdBVWprc3E0b4VyECmAUg92UKjKwawCAzMo4tH9WenZUT2JK+jM9i7gsMAi/yFdp9Wmac02Upe/N4/Y/Vqela+9/l1qqBM4enAlrHaxpKsHlVAPwLKcrLlK5SPl+q4DNfGNCG7FeiRnTPpu6wZxLY300lbSbb8dqY96gHYzoriyh27BwD0rjO1jt9JlD4SAHNJR+BF+aSe+TXfzCUlo6EdLkqhBG5dviwhDCSwWI8OSI3nwSDsym0Dvgyk7OilWOawvTugmcJHRvemshFvTZXj8ggUsskkXRA6klmj/SxwZJJ6UnaLPjPpDvMHHHB64N/hzgMFcLjM5WwoOmlGyWqoTg0kqVQlcZHGvGSuBiPg2IZGy/vMSwNRKyJb2ZzpzGxvkzDI3eoag0biaxVynVUdR6dLuKvrAg1XUIO04uxpS+09mLwm51bN37f1rRAv813s0lkZCkAVAn9rVATS/rAF9U7RIb2rRy3DS5M9WF8WHSS2h4l4FkYiMcV4RpamhqcdNHbykIdT+QYA2BmcMx7od+Yq4AayfzxUYVM3gCPxoEb5zEstPb/dnZkjFQz+u8+7lyiH5KSzfnBloDRsj/reo02rFbWSBubKPKuXuoa7D7p61javDMYFp9TWm920tq4d7kgAkV5drSBYAqTxvru9onpYFT0TiiK9EYFbZz/aIr+WTaZeMVBmxxfFvALQzpVnYd0gWI0HnQcJL+GZkynXp7vYhW1w3eqhZ9ruSc3qk/p7BQmQ+Urrghyksvcysj1a/KFPX8iHeep4s7yiahgmg8hPauRPpKo46ea2XUU8x8kAVI/EtZcHyHo+nAJYa7nfFjI8ofhUpIAe/Nj2h1I71CDOtILmB70Ak3RmATqpad02HXrmpK+EJ0dVajNQYr6AUk40DFs8tgNZeWx7iirjyM/K+WJFGxXCM/HxM7tdtItaXiOwi+W0PIAOhCagngAhrsBamHNvGa1SWhQhMKsqJECSF9vzBvxnzt/eXYkryKq8+jC+xDoBquaOcyRtp8aUbseq6C7z2gPaK2BzB+0hzLCbSeLhZ1FlyrzLbQWNt9c4+9JIEsP0vLNHqQeQKB1xfD3yah+DErs0RJtV/B3rbg6y5inPdZ7CqW6aDPykP8c4UYLJjOK2oszqnoW73QxsCyTpMJOwSp6TmifHOknWVYrpVb3yJ5tsimlBvPRkt3eZOhkOpOz8GUOdogRnPE/gHsVUAlJ+12Rvc21m6ukRpVfF6pIxit3QwcZ2FlRmxxG28DlUnRpWk8e4EazYqTNNO5IukGyo57Qm2ZD01qtASRkDMO1sRlmxiTtDV28ecNv2WbbtbDxYO6mIpRMkYVyeVSWocQ6IEikvbgFTSmPPMvOB20urk9TTnh8ZiIS6B1WxWzwy/uKxwPwOYhoC327HQeDLVE2YrS3jje4daH1yF3iketWtii66+InIE0Tk90XkARF5h4j82xr+wyLyQbrn79mU5qX1TsF3icjXbsNIGzhNOgoSSELRW7wEhvwwAWJm82ogUPOJA2x1HFSS0CEnnqdyfMX6ekZJlE8DzqSpjHcL61S4hOZUFpdPrOeMqp+pY51dsd7aJfweFNMAVfUr2wZEBGBuIafFp7sNOmkpVDBIIp3tL6qK8dISvgBnPT1LHZq5Xuu+3JY+lDHZRsv3dndCSOe2fdX22hnt8F7RfaBtJLZjAN+tqn8qIp8F4K0i8sb67CdU9T9yZBF5MspxwP8QwOcD+F0ReZKqJov/NU0Dhl4ay7bNRHsZq1j230k1Tary+XYUgcXSA93JpxMvXsKaPQI7S7fwLNqPUt6C3bCrVvB7S6UxeuZ4sVVJlrRIfeNTZ5mnEiGxL41Ifd4moch6kmB05c/Ya5KXJJNBxC+lgyBphdHVE71k1VRhAhW9pj/rL4IZt4egl9ragkCg1s8AyLEH0bnV2ssjha6Hw/OKpEVgq5coPFS/f0JE3on8Oi2j5wK4V1U/DeB9IvIgyl2Df3xqLjUMXp3ALdqNOjeAkE+c0aPPVUs3UBMzFTfzexquHsb8As+pfZGlIwccvm6WfrTzgXlxdrMF4HSLK0Gaccb3bQzQplJxHkuTgHndB1CbngFsi2vAyyoovzNrH1Pxqg3LS+IzTGV2M7KDjSSqdKW4PYSfWJXCuRydFhN2BnOKq27x4ES7zep55F8G4C016I56z989InJDDdvqXkERud2u8Lr0mU9O4cG7PTtzqz2bmWRsy0yvmsCpjq6MRKXt0s6QqQ18pdrIjcGlC6rg0Bl4rnwJ/09BrBIbH859IaplFhbAqbUBQpuEPLbmS2s+x5sGRs2xVScVMYJa53pBvETV0ElbgX+zZ+mRQK9ZNSBrcStfrp4JLUpcM++Q1VErY3Tq7qlIN9t9rhDaGthE5NEAfgXAd6rq3wJ4BYAvQbmS/iEAP3aSglX1blW9RVVvueb6R9GD8lldKvdp2l2PcWWvGzBCH4tq+wk1dGpnz4OTTFrcRDpjo3xvK7Nbpsj2w/Giqqb0AZp9RTbqjhMH0NtzqlpjKne6Iktt41dqPc+tXlTOZNvy4MWk16x6gODn1TerA8dofEe9bzN8nP+Wtc+m2p+ONx2AcHhn39Lw2YT86Egs5tnuc3W2LQNC4sHsYlZvPaoquq3GW7sGsHWLLW0iNKanZ61vJHa7XZAC0I1u9dmGROTWal9/UERekjy/TUT+iuzz30LP1hR+gcJvEpG31DxfU2/AGtJWq6Iici0KqL1KVX8VAFT1Q/T8pwH8Zv25eK9glz+9WIAGHAFL5sPUKKSf8snLc17/MV0m4aWZJLy2PAYrZ7VTd1u2Ylrx8TPK2mjE89CvDJjaAb5tp0GTM9DULnvM7grseNotvhBIdJlOdWH/rehA2y3IKP3nPiN53+pO6EjysrgAqspe8618WR3b4lLkG/5dd4ssVl/YpKhQkXYYQdc0bF/ctalNdWfSmIgcAbgLwDNRtLX7ROSCqj4Qor5GVe9Isvi/qvqUJPxHUGz694rIfwLwzSjCVUrbrIoKgJ8F8E5V/XEK57sBvx7TPX8XADxfRK4XkZsA3AzgTxbLiatzIymKwgC4Tt8+UeUIK37NFYDTbPr8h+EshUTJKrgMuFVBNwC1pUk39QdQGxroA78dEY+ZQT2uRAKnkwSatBNVPUztaNJPamQH3GTD0hP7yLWydNAeQfp0PG4mfjIJv9HMZMZSHpscuH1Lnwth1hfWUx91tAFEFat1lTrDfZ4r3vI0P+ecinS93uqzBT0NwIOq+l5V/QyAe1Hs7qemikFfDeC1NegXUO4WHdI2EtszAHwTgLeLyP017PsBvEBEnoLSvO8H8G0AUO8Q/GUAD6CsqL54bkUUAP7Pxz/4kf/+W9/3SQAf2YKf86YbcWXwCRx4PQvaNz6/6HIz+AQ+9obf1dfeuGX0R4jIRfp9t6reTb8zG/s/TfL5BhH5SgDvBvDvVNXSWP7HAF6uqq8D8LkA/kZVjynPuQXMrVZF/xD5vPb6JMzS3AngzqW8Kf5jReSiqt6ybZrzoiuFT+DA61nQlcLnSUhVb32Yi/wNAK9W1U+LyLehSGB2b+gXqeoHReSLAfxXEXk7gI+ftIBdnsF5oAMd6ECLNnZV/Wh1BwOAnwHw5fTsg/X/ewH8AYoXxkcBfI6ImCC2aLc/ANuBDnSgXdJ9AG6uq5jXoTjrX+AIwT7/HADvrOE3iMj19fuNKGawB1RVAfw+gG+saV4E4NfnmNiTvaIAgLuXo+wFXSl8Agdez4KuFD7PhVT1WETuAPAGAEcA7ql295cBuKiqFwB8h4g8B8WO9tcAbqvJ/wGA/ywiGxSh6+W0mvp9AO4Vkf8A4H+gLGgOSfQK2v91oAMd6EDb0EEVPdCBDnTV0QHYDnSgA111dO7AtrT94rxJRN4vIm+vWzwu1rDHiMgbReQ99f8NS/mcEW/3iMiHReTPKSzlTQr9VG3nt4nIU8+Zz50ee7UjPkdHdO1dmx5ogVT13D4oxsW/APDFAK4D8GcAnnyePCU8vh/AjSHsRwG8pH5/CYAfOSfevhLAUwH8+RJvAJ4N4LdRfBKfDuAt58znDwP4niTuk2s/uB7ATbV/HD1MfD4ewFPr989CcR598j626eEz/zlviW3n2y8eJnouilMhsMX2jrMiVX0TyqoS04i35wJ4pRZ6M4pf0OPxMNCAzxG1Y69U9X0A7NirMydVfUhV/7R+/wSKG8IXYA/b9EDzdN7AttURR+dMCuB3ROStInJ7DXuclnPqAOAvATzufFhLacTbPrb1qY+9OmsSf0TXldSmB8L5A9uVQF+hqk8F8CwAL6772xpp0Un20mdmn3nDZR57dZaUHNHVaM/b9ECVzhvYTnzE0cNNOm3x+DCAX0NRiz5kKkf9/+Hz47CjEW971daq+iFVXWu50PKnMamb58pndkQXrpA2PdBE5w1si9svzpNE5FFS7nmAiDwKwNegHM90AWVbB7DF9o6HmUa8XQDwwrqS93QAHyf16mGnXR97tSOe0iO6cIW06YGIznv1AmVl6d0oq18/cN78BN6+GGWF7s8AvMP4QzlG5fcAvAfA7wJ4zDnx92oUNe4Sin3nm0e8oazc3VXb+e0AbjlnPn+x8vE2FIB4PMX/gcrnuwA862Hk8ytQ1My3Abi/fp69j216+Mx/DluqDnSgA111dN6q6IEOdKAD7ZwOwHagAx3oqqMDsB3oQAe66ugAbAc60IGuOjoA24EOdKCrjg7AdqADHeiqowOwHehAB7rq6P8DaP0xV56WRW8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making a heightmap\n",
    "path = \"/home/jianingq/data_studio_painted_towel_r0.1/camera_3\"\n",
    "\n",
    "depth = np.load(os.path.join(path, \"0_depth.npy\"))\n",
    "\n",
    "plt.imshow(depth, vmin=0.55, vmax=0.75)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 515,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "255 243\n"
     ]
    }
   ],
   "source": [
    "D = [0.6862431764602661, -2.8917713165283203, 0.0004992862232029438, -4.462565993890166e-05, 1.6113708019256592, 0.5638872385025024, -2.7169768810272217, 1.540696382522583]\n",
    "D = np.array(D)\n",
    "K = [611.1693115234375, 0.0, 638.8131713867188, 0.0, 611.1657104492188, 367.74871826171875, 0.0, 0.0, 1.0]\n",
    "K = np.array(K).reshape((3, 3))\n",
    "\n",
    "# Fill holes\n",
    "zeros = np.where(depth == 0)\n",
    "mask = np.zeros_like(depth, np.uint8)\n",
    "mask[zeros] = 1\n",
    "depth = cv2.inpaint(depth, mask, 3, cv2.INPAINT_NS)\n",
    "\n",
    "fx = K[0, 0]\n",
    "fy = K[1, 1]\n",
    "cx = K[0, 2]\n",
    "cy = K[1, 2]\n",
    "\n",
    "# Get 3D point from 2D pixels\n",
    "y_size, x_size = depth.shape[:2]\n",
    "print(y_size, x_size)\n",
    "xmap, ymap = np.meshgrid(np.arange(x_size), np.arange(y_size))\n",
    "u = xmap.reshape(-1,1).astype(np.float32)\n",
    "v = ymap.reshape(-1,1).astype(np.float32)\n",
    "z = depth.reshape(-1,1).astype(np.float32)\n",
    "\n",
    "# Undistort 3D points\n",
    "col_start, row_start = [450, 180]\n",
    "points = np.hstack([u + col_start, v + row_start])\n",
    "depth_undistort = cv2.undistortPoints(np.expand_dims(points, axis=0), K, D, P=K)\n",
    "depth_undistort = np.squeeze(depth_undistort)\n",
    "u_undistort, v_undistort = zip(*depth_undistort)\n",
    "u_undistort = np.array(u_undistort)\n",
    "v_undistort = np.array(v_undistort)\n",
    "x = (np.expand_dims(u_undistort, axis=1)-cx)*z/fx\n",
    "y = (np.expand_dims(v_undistort, axis=1)-cy)*z/fy\n",
    "\n",
    "# Make point cloud\n",
    "cloud = np.concatenate((x, y, z), axis=1).astype(np.float64)\n",
    "pcd = o3d.geometry.PointCloud()\n",
    "pcd.points = o3d.utility.Vector3dVector(cloud)\n",
    "# o3d.visualization.draw_geometries([pcd])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 505,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-4.10725682e-03  9.80725638e-01 -1.95346753e-01  6.67900000e-01]\n",
      " [ 9.99865921e-01  9.31027907e-04 -1.63484836e-02  3.02000000e-02]\n",
      " [-1.58515037e-02 -1.95387709e-01 -9.80597967e-01  6.40700000e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  1.00000000e+00]]\n",
      "CAM2MID\n",
      " [[ 9.80725638e-01  9.31027907e-04 -1.95387709e-01 -7.18305481e-02]\n",
      " [-4.10725682e-03  9.99865921e-01 -1.58515037e-02 -6.43556688e-02]\n",
      " [ 1.95346753e-01  1.63484836e-02  9.80597967e-01  6.48999989e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  1.00000000e+00]]\n",
      "WORLD2MID\n",
      " [[-0.04621654  0.9773967  -0.2063001   0.47829973]\n",
      " [ 0.9773967   0.00159453 -0.21140756 -0.052291  ]\n",
      " [-0.2063001  -0.21140756 -0.955378    0.01800486]\n",
      " [ 0.          0.          0.          1.        ]]\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyquaternion import Quaternion as Quat\n",
    "# Camera extrinsics\n",
    "w2c_pose = [0.6679, 0.0302, 0.6407, 0.70277, 0.70456, -0.07513, -0.06369]\n",
    "# w2c_pose = [0.0302, 0.6679, 0.6407, 0.70277, 0.70456, -0.07513, -0.06369]\n",
    "qcam = Quat(x=w2c_pose[3], y=w2c_pose[4], z=w2c_pose[5], w=w2c_pose[6]).unit\n",
    "T_world2cam = qcam.transformation_matrix\n",
    "T_world2cam[0:3, 3] = w2c_pose[0:3]\n",
    "\n",
    "unitv = np.array([0., 0., 1.]) # rotate world frame z axis\n",
    "unitvx = np.array([1., 0., 0.])\n",
    "unitvy = np.array([0., 1., 0.])\n",
    "camv = qcam.rotate(unitv)\n",
    "camvx = qcam.rotate(unitvx)\n",
    "camvy = qcam.rotate(unitvy)\n",
    "print(T_world2cam)\n",
    "\n",
    "# Get middle point of depth and plot that\n",
    "y = int(y_size / 2)\n",
    "x = int(x_size / 2)\n",
    "points = np.array([[x + col_start, y + row_start]], dtype=np.float32)\n",
    "pt_undistorted = cv2.undistortPoints(np.expand_dims(points, axis=0), K, D, P=K)\n",
    "pt_undistorted = np.squeeze(pt_undistorted, axis=0)\n",
    "pz = depth[y][x]\n",
    "px = (pt_undistorted[0, 0] - cx) / fx * pz\n",
    "py = (pt_undistorted[0, 1] - cy) / fy * pz\n",
    "\n",
    "\n",
    "qmid = Quat(x=1, y=1, z=0, w=0).unit\n",
    "qdiff = qmid * qcam.inverse\n",
    "# qdiff = qmid\n",
    "T_cam2mid = qdiff.transformation_matrix\n",
    "T_cam2mid[0:3, 3] = [px, py, pz]\n",
    "T_world2mid = T_world2cam.dot(T_cam2mid)\n",
    "from copy import deepcopy\n",
    "midv = qmid.rotate(unitv)\n",
    "midvx = qmid.rotate(unitvx)\n",
    "midvy = qmid.rotate(unitvy)\n",
    "# midv = qdiff.rotate(unitv)\n",
    "# midvx = qdiff.rotate(unitvx)\n",
    "# midvy = qdiff.rotate(unitvy)\n",
    "\n",
    "# T_world2orth = deepcopy(T_world2mid)\n",
    "# qorth = Quat(x=0, y=0, z=0, w=1).unit\n",
    "# qdiff = qorth * qcam.inverse\n",
    "# qdiff = qorth\n",
    "# T_mid2orth = qdiff.transformation_matrix\n",
    "# T_mid2orth[2, 3] -= T_world2cam[2, 3]\n",
    "# print(T_mid2orth)\n",
    "# T_world2orth = T_world2mid.dot(T_mid2orth)\n",
    "T_world2orth = deepcopy(T_world2mid)\n",
    "T_world2orth[2, 3] += T_world2cam[2, 3]\n",
    "\n",
    "orthv = qmid.rotate(unitv)\n",
    "orthvx = qmid.rotate(unitvx)\n",
    "orthvy = qmid.rotate(unitvy)\n",
    "\n",
    "print(\"CAM2MID\\n\", T_cam2mid)\n",
    "print(\"WORLD2MID\\n\", T_world2mid)\n",
    "\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fig = plt.figure(dpi=300)\n",
    "ax = fig.gca(projection='3d')\n",
    "\n",
    "x = [0.0, T_world2cam[0, 3], T_world2mid[0, 3], T_world2orth[0, 3]]\n",
    "y = [0.0, T_world2cam[1, 3], T_world2mid[1, 3], T_world2orth[1, 3]]\n",
    "z = [0.0, T_world2cam[2, 3], T_world2mid[2, 3], T_world2orth[2, 3]]\n",
    "u = [0.0, camv[0], midv[0], orthv[0]]\n",
    "v = [0.0, camv[1], midv[1], orthv[1]]\n",
    "w = [1.0, camv[2], midv[2], orthv[2]]\n",
    "ax.quiver(x, y, z, u, v, w, length=0.1, normalize=True, color='blue')\n",
    "u = [1.0, camvx[0], midvx[0], orthvx[0]]\n",
    "v = [0.0, camvx[1], midvx[1], orthvx[1]]\n",
    "w = [0.0, camvx[2], midvx[2], orthvx[2]]\n",
    "ax.quiver(x, y, z, u, v, w, length=0.1, normalize=True, color='red')\n",
    "u = [0.0, camvy[0], midvy[0], orthvy[0]]\n",
    "v = [1.0, camvy[1], midvy[1], orthvy[1]]\n",
    "w = [0.0, camvy[2], midvy[2], orthvy[2]]\n",
    "ax.quiver(x, y, z, u, v, w, length=0.1, normalize=True, color='green')\n",
    "\n",
    "ptz = np.array([0, 0, 0.1, 1])\n",
    "pty = np.array([0, 0.1, 0, 1])\n",
    "ptm_z = T_world2mid.dot(ptz)\n",
    "pt_z = T_world2orth.dot(ptz)\n",
    "pt_y = T_world2orth.dot(pty)\n",
    "\n",
    "ax.scatter([pt_z[0], ptm_z[0], pt_y[0]], [pt_z[1], ptm_z[1], pt_y[1]], [pt_z[2], ptm_z[2], pt_y[2]])\n",
    "\n",
    "ax.view_init(elev=10., azim=-0)\n",
    "ax.set_ylim3d((-0.5, 0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 511,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 9.80725638e-01  9.31027907e-04 -1.95387709e-01 -8.19866066e-02]\n",
      " [-4.10725682e-03  9.99865921e-01 -1.58515037e-02 -1.89540574e-01]\n",
      " [ 1.95346753e-01  1.63484836e-02  9.80597967e-01 -2.79269129e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00  1.00000000e+00]]\n",
      "[-0.08198661 -0.18954057 -0.27926913]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reproject points\n",
    "# qorth = Quat(x=0, y=0, z=0, w=1)\n",
    "# T_mid2orth = qorth.transformation_matrix\n",
    "# T_mid2orth[0:3, 3] = [0, 0, pz]\n",
    "# T_mid2orth[0:3, 3] = [0, 0, 0.2]\n",
    "\n",
    "# T_cam2world1 = deepcopy(T_world2cam)\n",
    "# T_cam2world1[0:3, 3] *= -1\n",
    "# T_cam2world1[0:3, 0:3] = np.linalg.inv(deepcopy(T_cam2world1[0:3, 0:3]))\n",
    "# T_cam2orth = T_cam2world1.dot(T_world2orth)\n",
    "\n",
    "T_cam2world = np.linalg.inv(deepcopy(T_world2cam))\n",
    "T_cam2orth = T_cam2world.dot(T_world2orth)\n",
    "T_cam2orth[2, 3] -= 0.3\n",
    "\n",
    "\n",
    "# print(T_cam2world)\n",
    "\n",
    "# print(T_cam2world == T_cam2world1)\n",
    "# print(T_cam2world)\n",
    "# T_cam2orth[2, 3] += 0.5\n",
    "# T_cam2orth = T_cam2mid.dot(T_mid2orth)\n",
    "# T_cam2orth = T_mid2orth\n",
    "# T_cam2orth = T_cam2mid\n",
    "print(T_cam2orth)\n",
    "\n",
    "# fig = plt.figure()\n",
    "# ax = fig.gca(projection='3d')\n",
    "\n",
    "# x = [0.0, T_cam2orth[0, 3]]\n",
    "orthvx = qdiff.rotate(unitvx)\n",
    "# y = [0.0, T_cam2orth[1, 3]]\n",
    "# z = [0.0, T_cam2orth[2, 3]]\n",
    "# u = [0.0, 0.0]\n",
    "# v = [0.0, 0.0]\n",
    "# w = [1.0, 1.0]\n",
    "# ax.quiver(x, y, z, u, v, w, length=0.1, normalize=True)\n",
    "# ax.set_ylim3d((-0.25, 0.25))\n",
    "# ax.set_zlim3d(-0.1, 0.1)\n",
    "# plt.show()\n",
    "\n",
    "# tvec = -T_cam2orth[0:3, 3]\n",
    "tvec = (0.0, 0.2, 0.0) # similar x, negative y, similar z \n",
    "print(T_cam2orth[0:3, 3])\n",
    "rvec = (0, 0, 0)\n",
    "rvec, _ = cv2.Rodrigues(T_cam2orth[0:3, 0:3])\n",
    "# print(rvec)\n",
    "points = np.array(pcd.points).astype(np.float64)\n",
    "depth_img = np.zeros(depth.shape)\n",
    "if len(points) != 0:\n",
    "    imagePoints, _ = cv2.projectPoints(points, rvec, tvec, K, D)\n",
    "    imagePoints = imagePoints[:, 0, :]\n",
    "    imagePoints = np.append(imagePoints, np.zeros((imagePoints.shape[0], 1)), axis=1)\n",
    "    depths = points[:,2]\n",
    "    for i in range(imagePoints.shape[0]):\n",
    "        d = depths[i]\n",
    "        py = int(np.rint(imagePoints[i, 1])) - row_start\n",
    "        px = int(np.rint(imagePoints[i, 0])) - col_start\n",
    "        if py < depth.shape[0] and px < depth.shape[1] and py >= 0 and px >= 0:\n",
    "            depth_img[py, px] = d\n",
    "\n",
    "plt.imshow(depth_img, vmin=0.55, vmax=0.75)\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "plt.imshow(depth, vmin=0.55, vmax=0.75)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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